Reporte Técnico RUNT

Introducción

El presente trabajo busca predecir el número de vehículos registrados a diario en el sistema de tránsito nacional RUNT a través de un modelo estadístico. El Registro Único Nacional de Tránsito (RUNT) es un sistema de información en Colombia que permite “registrar y mantener actualizada, autorizada y validada la información de todo el sector de tránsito y transporte”, por lo cual es de suma importancia para el sector público y de transporte tener un pronóstico que les permita impulsar diferentes políticas o planes de acción. Para dar solución a este problema se parte de la cantidad de vehículos registrados en el RUNT desde el 1 de enero del 2012 hasta el 31 de diciembre del 2017.

Análisis descriptivo

Con base en la figura 1, se puede apreciar que el año donde se registraron más vehículos fue el 2014, con aproximadamente 327957 registros. Por otro lado el año con menos registros fue el 2017 con aproximadamente 240378. Con un aparente comportamiento decreciente desde el año 2014 al 2017.

Por otro lado, testizando un análisis de meses, el mes de Diciembre es aquel con una cifra significativamente más alta que los demás meses, esto puede ser debido a que los vendedores tienen un margen de ventas por cumplir, lo que hace que diciembre se convierta en un mes muy recomendado por los expertos para comprar carro y además en este mes se celebran Navidad. Por otro lado, el mes con menos registros resultó ser el mes de Enero, esto se observa en la figura 2.

Resulta de interes conocer cómo varía el número de registros de acuerdo al día de la semana. Según el siguiente gráfico (Figura 3), todos los días tienen un comportamiento similar, a excepción de los días Sábado y Lunes donde hay considerablemente una cantidad menor, y el Domingo donde no se presta el servicio.

Ahora bien, decidimos incluir la variable precio del dólar en pesos ya que consideramos que cuando el dólar sube el peso colombiano tiende a devaluarse más y esto puede influir negativamente en la compra de autos en el país. En la figura 4 se puede ver que la correlación entre precio del dólar y Unidades es negativa aunque no es fuerte.

Base de datos

La base de datos final está compuesta por las siguientes variables:

  • Unidades: Cantidad de registros en en RUNT por fecha. Variable respuesta de tipo entero.
  • año: Variable explicativa de tipo entero
  • mes: Variable explicativa de tipo factor con 12 niveles
  • dia: Día de tipo factor con 7 niveles
  • dia_num: Número del día según el calendario, de tipo entero
  • holi_bin: Variable de tipo factor con 2 niveles, 1 si es un festivo nacional y 0 en caso contrario
  • observance: Fechas especiales no festivas en Colombia
  • dolar: Es la cantidad de pesos colombianos por un dólar de los Estados Unidos en las respectivas fechas.
Unidades year mes dia dia_num holi_bin dolar
0 2012 January Sunday 1 1 1942.70
188 2012 January Monday 2 0 1942.70
482 2012 January Tuesday 3 0 1942.70
927 2012 January Wednesday 4 0 1915.02
1159 2012 January Thursday 5 0 1898.24
996 2012 January Friday 6 0 1884.44
243 2012 January Saturday 7 0 1884.47
0 2012 January Sunday 8 1 1884.47
0 2012 January Monday 9 1 1884.47
697 2012 January Tuesday 10 0 1884.47
956 2012 January Wednesday 11 0 1865.07
1001 2012 January Thursday 12 0 1854.17
1170 2012 January Friday 13 0 1842.47
372 2012 January Saturday 14 0 1841.31
1 2012 January Sunday 15 1 1841.31
805 2012 January Monday 16 0 1841.31
913 2012 January Tuesday 17 0 1841.31
1049 2012 January Wednesday 18 0 1836.34
979 2012 January Thursday 19 0 1827.24
1018 2012 January Friday 20 0 1821.86
312 2012 January Saturday 21 0 1828.75
0 2012 January Sunday 22 1 1828.75
802 2012 January Monday 23 0 1828.75
893 2012 January Tuesday 24 0 1811.55
1030 2012 January Wednesday 25 0 1814.58
1108 2012 January Thursday 26 0 1814.69
1049 2012 January Friday 27 0 1801.88
369 2012 January Saturday 28 0 1810.55
2 2012 January Sunday 29 1 1810.55
823 2012 January Monday 30 0 1810.55
1046 2012 January Tuesday 31 0 1815.08
1142 2012 February Wednesday 1 0 1805.98
1185 2012 February Thursday 2 0 1797.68
1295 2012 February Friday 3 0 1795.55
344 2012 February Saturday 4 0 1784.77
0 2012 February Sunday 5 1 1784.77
853 2012 February Monday 6 0 1784.77
1170 2012 February Tuesday 7 0 1787.96
1177 2012 February Wednesday 8 0 1783.34
1182 2012 February Thursday 9 0 1778.90
1191 2012 February Friday 10 0 1774.96
411 2012 February Saturday 11 0 1785.59
1 2012 February Sunday 12 1 1785.59
881 2012 February Monday 13 0 1785.59
1120 2012 February Tuesday 14 0 1778.12
1126 2012 February Wednesday 15 0 1785.24
1098 2012 February Thursday 16 0 1791.29
1243 2012 February Friday 17 0 1792.92
309 2012 February Saturday 18 0 1779.81
0 2012 February Sunday 19 1 1779.81
733 2012 February Monday 20 0 1779.81
994 2012 February Tuesday 21 0 1779.81
1186 2012 February Wednesday 22 0 1777.59
1247 2012 February Thursday 23 0 1781.57
1315 2012 February Friday 24 0 1776.11
386 2012 February Saturday 25 0 1772.42
0 2012 February Sunday 26 1 1772.42
855 2012 February Monday 27 0 1772.42
1239 2012 February Tuesday 28 0 1777.27
1157 2012 February Wednesday 29 0 1767.83
1201 2012 March Thursday 1 0 1766.85
1342 2012 March Friday 2 0 1770.70
358 2012 March Saturday 3 0 1775.69
0 2012 March Sunday 4 1 1775.69
886 2012 March Monday 5 0 1775.69
1209 2012 March Tuesday 6 0 1774.03
1553 2012 March Wednesday 7 0 1779.32
1340 2012 March Thursday 8 0 1773.88
1279 2012 March Friday 9 0 1765.06
489 2012 March Saturday 10 0 1762.08
1 2012 March Sunday 11 1 1762.08
971 2012 March Monday 12 0 1762.08
1305 2012 March Tuesday 13 0 1766.10
1366 2012 March Wednesday 14 0 1760.77
1357 2012 March Thursday 15 0 1761.04
1461 2012 March Friday 16 0 1761.02
339 2012 March Saturday 17 0 1758.38
0 2012 March Sunday 18 1 1758.38
0 2012 March Monday 19 1 1758.38
937 2012 March Tuesday 20 0 1758.38
1247 2012 March Wednesday 21 0 1759.78
1332 2012 March Thursday 22 0 1758.03
1479 2012 March Friday 23 0 1761.87
139 2012 March Saturday 24 0 1760.17
32 2012 March Sunday 25 1 1760.17
1113 2012 March Monday 26 0 1760.17
1163 2012 March Tuesday 27 0 1759.58
1469 2012 March Wednesday 28 0 1762.93
1559 2012 March Thursday 29 0 1771.25
1805 2012 March Friday 30 0 1784.66
485 2012 March Saturday 31 0 1792.07
1 2012 April Sunday 1 1 1792.07
1128 2012 April Monday 2 0 1792.07
1589 2012 April Tuesday 3 0 1779.13
1182 2012 April Wednesday 4 0 1767.84
1 2012 April Thursday 5 1 1772.58
0 2012 April Friday 6 1 1772.58
1 2012 April Saturday 7 0 1772.58
0 2012 April Sunday 8 1 1772.58
770 2012 April Monday 9 0 1772.58
1196 2012 April Tuesday 10 0 1779.53
1467 2012 April Wednesday 11 0 1793.30
1456 2012 April Thursday 12 0 1787.66
1369 2012 April Friday 13 0 1778.78
422 2012 April Saturday 14 0 1777.12
0 2012 April Sunday 15 1 1777.12
795 2012 April Monday 16 0 1777.12
1067 2012 April Tuesday 17 0 1775.67
1360 2012 April Wednesday 18 0 1769.07
1083 2012 April Thursday 19 0 1774.21
1443 2012 April Friday 20 0 1776.06
310 2012 April Saturday 21 0 1771.13
0 2012 April Sunday 22 1 1771.13
965 2012 April Monday 23 0 1771.13
1143 2012 April Tuesday 24 0 1774.44
1361 2012 April Wednesday 25 0 1767.91
1264 2012 April Thursday 26 0 1763.85
737 2012 April Friday 27 0 1764.63
515 2012 April Saturday 28 0 1761.20
34 2012 April Sunday 29 1 1761.20
1286 2012 April Monday 30 0 1761.20
3 2012 May Tuesday 1 1 1764.00
965 2012 May Wednesday 2 0 1764.00
1228 2012 May Thursday 3 0 1760.12
1349 2012 May Friday 4 0 1754.89
375 2012 May Saturday 5 0 1757.24
0 2012 May Sunday 6 1 1757.24
985 2012 May Monday 7 0 1757.24
1353 2012 May Tuesday 8 0 1759.12
1426 2012 May Wednesday 9 0 1760.60
1393 2012 May Thursday 10 0 1775.96
1455 2012 May Friday 11 0 1765.00
230 2012 May Saturday 12 0 1764.69
1 2012 May Sunday 13 1 1764.69
1055 2012 May Monday 14 0 1764.69
1276 2012 May Tuesday 15 0 1771.60
1314 2012 May Wednesday 16 0 1778.37
1388 2012 May Thursday 17 0 1793.61
1282 2012 May Friday 18 0 1804.92
437 2012 May Saturday 19 0 1814.46
15 2012 May Sunday 20 1 1814.46
0 2012 May Monday 21 1 1814.46
940 2012 May Tuesday 22 0 1814.46
1045 2012 May Wednesday 23 0 1824.73
1198 2012 May Thursday 24 0 1845.17
1338 2012 May Friday 25 0 1836.45
436 2012 May Saturday 26 0 1840.69
0 2012 May Sunday 27 1 1840.69
894 2012 May Monday 28 0 1840.69
1146 2012 May Tuesday 29 0 1840.69
1283 2012 May Wednesday 30 0 1818.82
1256 2012 May Thursday 31 0 1827.83
1222 2012 June Friday 1 0 1833.80
323 2012 June Saturday 2 0 1834.71
1 2012 June Sunday 3 1 1834.71
953 2012 June Monday 4 0 1834.71
1156 2012 June Tuesday 5 0 1815.54
1404 2012 June Wednesday 6 0 1798.85
1453 2012 June Thursday 7 0 1782.89
1460 2012 June Friday 8 0 1766.91
471 2012 June Saturday 9 0 1776.26
0 2012 June Sunday 10 1 1776.26
0 2012 June Monday 11 1 1776.26
919 2012 June Tuesday 12 0 1776.26
1206 2012 June Wednesday 13 0 1776.47
1390 2012 June Thursday 14 0 1783.45
1337 2012 June Friday 15 0 1787.63
348 2012 June Saturday 16 0 1786.21
30 2012 June Sunday 17 1 1786.21
0 2012 June Monday 18 1 1786.21
987 2012 June Tuesday 19 0 1786.21
1116 2012 June Wednesday 20 0 1773.18
1300 2012 June Thursday 21 0 1770.38
1330 2012 June Friday 22 0 1775.99
352 2012 June Saturday 23 0 1787.47
7 2012 June Sunday 24 1 1787.47
541 2012 June Monday 25 0 1787.47
625 2012 June Tuesday 26 0 1803.37
1493 2012 June Wednesday 27 0 1805.14
1510 2012 June Thursday 28 0 1796.18
1396 2012 June Friday 29 0 1805.60
361 2012 June Saturday 30 0 1784.60
1 2012 July Sunday 1 1 1784.60
2 2012 July Monday 2 1 1784.60
853 2012 July Tuesday 3 0 1784.60
1267 2012 July Wednesday 4 0 1771.53
1250 2012 July Thursday 5 0 1771.53
1416 2012 July Friday 6 0 1774.37
619 2012 July Saturday 7 0 1785.25
1 2012 July Sunday 8 1 1785.25
978 2012 July Monday 9 0 1785.25
1246 2012 July Tuesday 10 0 1790.25
1271 2012 July Wednesday 11 0 1785.06
1242 2012 July Thursday 12 0 1787.72
1510 2012 July Friday 13 0 1790.12
390 2012 July Saturday 14 0 1780.21
0 2012 July Sunday 15 1 1780.21
831 2012 July Monday 16 0 1780.21
1105 2012 July Tuesday 17 0 1778.42
1181 2012 July Wednesday 18 0 1778.97
1515 2012 July Thursday 19 0 1778.28
23 2012 July Friday 20 1 1775.80
325 2012 July Saturday 21 0 1775.80
0 2012 July Sunday 22 1 1775.80
875 2012 July Monday 23 0 1775.80
1094 2012 July Tuesday 24 0 1790.39
1386 2012 July Wednesday 25 0 1797.33
1298 2012 July Thursday 26 0 1799.48
1400 2012 July Friday 27 0 1789.22
389 2012 July Saturday 28 0 1791.12
1 2012 July Sunday 29 1 1791.12
1030 2012 July Monday 30 0 1791.12
1139 2012 July Tuesday 31 0 1789.02
1157 2012 August Wednesday 1 0 1790.74
1242 2012 August Thursday 2 0 1787.51
1315 2012 August Friday 3 0 1790.97
439 2012 August Saturday 4 0 1786.06
0 2012 August Sunday 5 1 1786.06
959 2012 August Monday 6 0 1786.06
1 2012 August Tuesday 7 1 1785.29
1116 2012 August Wednesday 8 0 1785.29
1359 2012 August Thursday 9 0 1788.03
1369 2012 August Friday 10 0 1788.08
370 2012 August Saturday 11 0 1791.61
21 2012 August Sunday 12 1 1791.61
980 2012 August Monday 13 0 1791.61
1141 2012 August Tuesday 14 0 1792.86
1195 2012 August Wednesday 15 0 1800.81
1320 2012 August Thursday 16 0 1817.18
1235 2012 August Friday 17 0 1825.52
365 2012 August Saturday 18 0 1822.59
0 2012 August Sunday 19 1 1822.59
0 2012 August Monday 20 1 1822.59
809 2012 August Tuesday 21 0 1822.59
1036 2012 August Wednesday 22 0 1815.80
1223 2012 August Thursday 23 0 1812.88
1113 2012 August Friday 24 0 1808.33
490 2012 August Saturday 25 0 1814.83
62 2012 August Sunday 26 1 1814.83
792 2012 August Monday 27 0 1814.83
1131 2012 August Tuesday 28 0 1821.44
1157 2012 August Wednesday 29 0 1828.99
1296 2012 August Thursday 30 0 1833.14
1295 2012 August Friday 31 0 1830.50
280 2012 September Saturday 1 0 1825.21
1 2012 September Sunday 2 1 1825.21
829 2012 September Monday 3 0 1825.21
1008 2012 September Tuesday 4 0 1825.21
1035 2012 September Wednesday 5 0 1824.81
1368 2012 September Thursday 6 0 1814.06
1281 2012 September Friday 7 0 1804.09
489 2012 September Saturday 8 0 1797.35
30 2012 September Sunday 9 1 1797.35
1095 2012 September Monday 10 0 1797.35
1204 2012 September Tuesday 11 0 1802.23
1347 2012 September Wednesday 12 0 1795.40
1439 2012 September Thursday 13 0 1802.22
1293 2012 September Friday 14 0 1799.57
405 2012 September Saturday 15 0 1789.54
0 2012 September Sunday 16 1 1789.54
930 2012 September Monday 17 0 1789.54
933 2012 September Tuesday 18 0 1799.77
1320 2012 September Wednesday 19 0 1800.19
1353 2012 September Thursday 20 0 1795.66
1231 2012 September Friday 21 0 1798.98
313 2012 September Saturday 22 0 1796.75
41 2012 September Sunday 23 1 1796.75
840 2012 September Monday 24 0 1796.75
1033 2012 September Tuesday 25 0 1799.29
1287 2012 September Wednesday 26 0 1795.69
1335 2012 September Thursday 27 0 1799.55
1415 2012 September Friday 28 0 1798.08
422 2012 September Saturday 29 0 1800.52
0 2012 September Sunday 30 1 1800.52
813 2012 October Monday 1 0 1800.52
1110 2012 October Tuesday 2 0 1797.97
1280 2012 October Wednesday 3 0 1798.86
1352 2012 October Thursday 4 0 1800.43
1360 2012 October Friday 5 0 1797.68
400 2012 October Saturday 6 0 1795.40
10 2012 October Sunday 7 1 1795.40
1195 2012 October Monday 8 0 1795.40
1209 2012 October Tuesday 9 0 1795.40
1299 2012 October Wednesday 10 0 1798.32
1324 2012 October Thursday 11 0 1799.78
1275 2012 October Friday 12 0 1797.68
326 2012 October Saturday 13 0 1797.68
18 2012 October Sunday 14 1 1797.68
0 2012 October Monday 15 1 1797.68
752 2012 October Tuesday 16 0 1797.68
1022 2012 October Wednesday 17 0 1797.81
853 2012 October Thursday 18 0 1798.53
1319 2012 October Friday 19 0 1797.66
391 2012 October Saturday 20 0 1798.42
7 2012 October Sunday 21 1 1798.42
866 2012 October Monday 22 0 1798.42
1057 2012 October Tuesday 23 0 1802.91
1159 2012 October Wednesday 24 0 1816.60
1180 2012 October Thursday 25 0 1817.25
1203 2012 October Friday 26 0 1816.97
327 2012 October Saturday 27 0 1823.18
1 2012 October Sunday 28 1 1823.18
828 2012 October Monday 29 0 1823.18
1281 2012 October Tuesday 30 0 1830.45
1195 2012 October Wednesday 31 0 1829.89
1088 2012 November Thursday 1 0 1831.25
1320 2012 November Friday 2 0 1825.50
289 2012 November Saturday 3 0 1828.80
0 2012 November Sunday 4 1 1828.80
0 2012 November Monday 5 1 1828.80
875 2012 November Tuesday 6 0 1828.80
1095 2012 November Wednesday 7 0 1814.99
1318 2012 November Thursday 8 0 1814.83
1361 2012 November Friday 9 0 1814.21
336 2012 November Saturday 10 0 1816.99
0 2012 November Sunday 11 1 1816.99
0 2012 November Monday 12 1 1816.99
855 2012 November Tuesday 13 0 1816.99
1142 2012 November Wednesday 14 0 1819.30
1205 2012 November Thursday 15 0 1818.20
1186 2012 November Friday 16 0 1822.61
311 2012 November Saturday 17 0 1823.46
1 2012 November Sunday 18 1 1823.46
845 2012 November Monday 19 0 1823.46
1084 2012 November Tuesday 20 0 1817.67
1056 2012 November Wednesday 21 0 1815.58
1135 2012 November Thursday 22 0 1815.76
1232 2012 November Friday 23 0 1815.76
329 2012 November Saturday 24 0 1820.18
1 2012 November Sunday 25 1 1820.18
893 2012 November Monday 26 0 1820.18
1180 2012 November Tuesday 27 0 1824.12
1323 2012 November Wednesday 28 0 1823.54
1448 2012 November Thursday 29 0 1825.08
1565 2012 November Friday 30 0 1817.93
422 2012 December Saturday 1 0 1813.72
1 2012 December Sunday 2 1 1813.72
1024 2012 December Monday 3 0 1813.72
1175 2012 December Tuesday 4 0 1813.73
1587 2012 December Wednesday 5 0 1813.57
1783 2012 December Thursday 6 0 1811.05
1652 2012 December Friday 7 0 1803.69
0 2012 December Saturday 8 1 1797.45
0 2012 December Sunday 9 1 1797.45
1238 2012 December Monday 10 0 1797.45
1583 2012 December Tuesday 11 0 1799.40
1729 2012 December Wednesday 12 0 1801.50
1827 2012 December Thursday 13 0 1796.31
1861 2012 December Friday 14 0 1795.05
515 2012 December Saturday 15 0 1798.37
0 2012 December Sunday 16 1 1798.37
1192 2012 December Monday 17 0 1798.37
1789 2012 December Tuesday 18 0 1796.98
1961 2012 December Wednesday 19 0 1794.14
2101 2012 December Thursday 20 0 1790.46
2124 2012 December Friday 21 0 1788.87
904 2012 December Saturday 22 0 1779.79
0 2012 December Sunday 23 1 1779.79
535 2012 December Monday 24 0 1779.79
0 2012 December Tuesday 25 1 1773.44
1206 2012 December Wednesday 26 0 1773.44
1921 2012 December Thursday 27 0 1771.49
2418 2012 December Friday 28 0 1771.54
1087 2012 December Saturday 29 0 1768.23
0 2012 December Sunday 30 1 1768.23
68 2012 December Monday 31 0 1768.23
0 2013 January Tuesday 1 1 1768.23
223 2013 January Wednesday 2 0 1768.23
402 2013 January Thursday 3 0 1759.97
884 2013 January Friday 4 0 1760.83
215 2013 January Saturday 5 0 1767.54
0 2013 January Sunday 6 1 1767.54
0 2013 January Monday 7 1 1767.54
623 2013 January Tuesday 8 0 1767.54
1005 2013 January Wednesday 9 0 1771.31
957 2013 January Thursday 10 0 1767.96
1069 2013 January Friday 11 0 1761.50
311 2013 January Saturday 12 0 1762.38
1 2013 January Sunday 13 1 1762.38
766 2013 January Monday 14 0 1762.38
1063 2013 January Tuesday 15 0 1758.45
1007 2013 January Wednesday 16 0 1769.88
1083 2013 January Thursday 17 0 1775.15
951 2013 January Friday 18 0 1767.78
248 2013 January Saturday 19 0 1767.74
0 2013 January Sunday 20 1 1767.74
756 2013 January Monday 21 0 1767.74
816 2013 January Tuesday 22 0 1767.74
998 2013 January Wednesday 23 0 1776.96
852 2013 January Thursday 24 0 1778.69
952 2013 January Friday 25 0 1779.73
285 2013 January Saturday 26 0 1779.25
0 2013 January Sunday 27 1 1779.25
809 2013 January Monday 28 0 1779.25
983 2013 January Tuesday 29 0 1779.84
1178 2013 January Wednesday 30 0 1776.09
1104 2013 January Thursday 31 0 1773.24
1064 2013 February Friday 1 0 1775.65
224 2013 February Saturday 2 0 1776.20
0 2013 February Sunday 3 1 1776.20
740 2013 February Monday 4 0 1776.20
885 2013 February Tuesday 5 0 1785.92
1218 2013 February Wednesday 6 0 1789.09
1150 2013 February Thursday 7 0 1791.24
1181 2013 February Friday 8 0 1795.21
291 2013 February Saturday 9 0 1790.61
1 2013 February Sunday 10 1 1790.61
830 2013 February Monday 11 0 1790.61
916 2013 February Tuesday 12 0 1784.71
1076 2013 February Wednesday 13 0 1783.20
1110 2013 February Thursday 14 0 1777.72
1265 2013 February Friday 15 0 1783.19
263 2013 February Saturday 16 0 1785.41
0 2013 February Sunday 17 1 1785.41
719 2013 February Monday 18 0 1785.41
1036 2013 February Tuesday 19 0 1785.41
1096 2013 February Wednesday 20 0 1794.63
1064 2013 February Thursday 21 0 1791.33
1094 2013 February Friday 22 0 1798.21
324 2013 February Saturday 23 0 1800.70
0 2013 February Sunday 24 1 1800.70
755 2013 February Monday 25 0 1800.70
1119 2013 February Tuesday 26 0 1806.11
1133 2013 February Wednesday 27 0 1818.54
1311 2013 February Thursday 28 0 1816.42
963 2013 March Friday 1 0 1814.28
264 2013 March Saturday 2 0 1816.48
0 2013 March Sunday 3 1 1816.48
677 2013 March Monday 4 0 1816.48
930 2013 March Tuesday 5 0 1813.53
1073 2013 March Wednesday 6 0 1809.65
1136 2013 March Thursday 7 0 1808.00
1207 2013 March Friday 8 0 1803.65
354 2013 March Saturday 9 0 1800.45
1 2013 March Sunday 10 1 1800.45
851 2013 March Monday 11 0 1800.45
1065 2013 March Tuesday 12 0 1801.20
1167 2013 March Wednesday 13 0 1801.64
1223 2013 March Thursday 14 0 1798.56
1297 2013 March Friday 15 0 1797.28
385 2013 March Saturday 16 0 1804.06
0 2013 March Sunday 17 1 1804.06
830 2013 March Monday 18 0 1804.06
1249 2013 March Tuesday 19 0 1809.58
1341 2013 March Wednesday 20 0 1809.83
1459 2013 March Thursday 21 0 1812.35
1630 2013 March Friday 22 0 1822.78
532 2013 March Saturday 23 0 1825.79
0 2013 March Sunday 24 1 1825.79
0 2013 March Monday 25 1 1825.79
953 2013 March Tuesday 26 0 1825.79
1104 2013 March Wednesday 27 0 1828.95
14 2013 March Thursday 28 1 1832.20
0 2013 March Friday 29 1 1832.20
2 2013 March Saturday 30 0 1832.20
0 2013 March Sunday 31 1 1832.20
588 2013 April Monday 1 0 1832.20
995 2013 April Tuesday 2 0 1823.12
1165 2013 April Wednesday 3 0 1817.14
1262 2013 April Thursday 4 0 1819.93
1350 2013 April Friday 5 0 1829.01
301 2013 April Saturday 6 0 1826.88
34 2013 April Sunday 7 1 1826.88
874 2013 April Monday 8 0 1826.88
1221 2013 April Tuesday 9 0 1817.66
1204 2013 April Wednesday 10 0 1813.11
1285 2013 April Thursday 11 0 1821.20
1279 2013 April Friday 12 0 1823.84
394 2013 April Saturday 13 0 1827.79
16 2013 April Sunday 14 1 1827.79
781 2013 April Monday 15 0 1827.79
1174 2013 April Tuesday 16 0 1834.86
1153 2013 April Wednesday 17 0 1833.98
1203 2013 April Thursday 18 0 1846.46
1155 2013 April Friday 19 0 1847.02
348 2013 April Saturday 20 0 1835.57
1 2013 April Sunday 21 1 1835.57
778 2013 April Monday 22 0 1835.57
1090 2013 April Tuesday 23 0 1841.14
1161 2013 April Wednesday 24 0 1838.03
1392 2013 April Thursday 25 0 1836.79
1433 2013 April Friday 26 0 1830.84
411 2013 April Saturday 27 0 1833.70
0 2013 April Sunday 28 1 1833.70
1015 2013 April Monday 29 0 1833.70
1570 2013 April Tuesday 30 0 1828.79
19 2013 May Wednesday 1 1 1825.83
963 2013 May Thursday 2 0 1825.83
1202 2013 May Friday 3 0 1836.34
355 2013 May Saturday 4 0 1835.88
5 2013 May Sunday 5 1 1835.88
343 2013 May Monday 6 0 1835.88
657 2013 May Tuesday 7 0 1831.42
1241 2013 May Wednesday 8 0 1827.13
1428 2013 May Thursday 9 0 1830.70
1626 2013 May Friday 10 0 1833.07
271 2013 May Saturday 11 0 1834.83
1 2013 May Sunday 12 1 1834.83
0 2013 May Monday 13 1 1834.83
914 2013 May Tuesday 14 0 1834.83
1155 2013 May Wednesday 15 0 1838.63
1164 2013 May Thursday 16 0 1843.75
1245 2013 May Friday 17 0 1838.82
336 2013 May Saturday 18 0 1841.35
0 2013 May Sunday 19 1 1841.35
765 2013 May Monday 20 0 1841.35
1087 2013 May Tuesday 21 0 1842.59
1010 2013 May Wednesday 22 0 1846.76
1251 2013 May Thursday 23 0 1850.55
1117 2013 May Friday 24 0 1864.02
281 2013 May Saturday 25 0 1874.10
4 2013 May Sunday 26 1 1874.10
962 2013 May Monday 27 0 1874.10
1062 2013 May Tuesday 28 0 1874.10
1357 2013 May Wednesday 29 0 1897.10
1485 2013 May Thursday 30 0 1894.13
1529 2013 May Friday 31 0 1891.48
300 2013 June Saturday 1 0 1907.76
3 2013 June Sunday 2 1 1907.76
0 2013 June Monday 3 1 1907.76
698 2013 June Tuesday 4 0 1907.76
1071 2013 June Wednesday 5 0 1894.40
1184 2013 June Thursday 6 0 1899.08
1382 2013 June Friday 7 0 1907.88
352 2013 June Saturday 8 0 1898.80
0 2013 June Sunday 9 1 1898.80
0 2013 June Monday 10 1 1898.80
758 2013 June Tuesday 11 0 1898.80
1102 2013 June Wednesday 12 0 1907.12
1238 2013 June Thursday 13 0 1897.53
1211 2013 June Friday 14 0 1895.01
408 2013 June Saturday 15 0 1882.38
1 2013 June Sunday 16 1 1882.38
933 2013 June Monday 17 0 1882.38
932 2013 June Tuesday 18 0 1883.57
1103 2013 June Wednesday 19 0 1902.47
1213 2013 June Thursday 20 0 1900.87
1329 2013 June Friday 21 0 1937.26
337 2013 June Saturday 22 0 1941.06
0 2013 June Sunday 23 1 1941.06
788 2013 June Monday 24 0 1941.06
1308 2013 June Tuesday 25 0 1942.97
1345 2013 June Wednesday 26 0 1928.27
1510 2013 June Thursday 27 0 1921.86
1656 2013 June Friday 28 0 1922.63
537 2013 June Saturday 29 0 1929.00
20 2013 June Sunday 30 1 1929.00
0 2013 July Monday 1 1 1929.00
689 2013 July Tuesday 2 0 1929.00
1045 2013 July Wednesday 3 0 1919.42
1101 2013 July Thursday 4 0 1915.45
1185 2013 July Friday 5 0 1915.45
464 2013 July Saturday 6 0 1927.40
0 2013 July Sunday 7 1 1927.40
871 2013 July Monday 8 0 1927.40
1231 2013 July Tuesday 9 0 1926.84
1270 2013 July Wednesday 10 0 1920.12
1315 2013 July Thursday 11 0 1920.24
1249 2013 July Friday 12 0 1910.79
358 2013 July Saturday 13 0 1905.25
0 2013 July Sunday 14 1 1905.25
629 2013 July Monday 15 0 1905.25
1029 2013 July Tuesday 16 0 1893.16
1147 2013 July Wednesday 17 0 1878.42
1288 2013 July Thursday 18 0 1873.25
1175 2013 July Friday 19 0 1883.29
111 2013 July Saturday 20 1 1884.01
0 2013 July Sunday 21 1 1884.01
889 2013 July Monday 22 0 1884.01
933 2013 July Tuesday 23 0 1880.87
1348 2013 July Wednesday 24 0 1886.06
1224 2013 July Thursday 25 0 1891.02
1268 2013 July Friday 26 0 1887.40
463 2013 July Saturday 27 0 1886.26
0 2013 July Sunday 28 1 1886.26
985 2013 July Monday 29 0 1886.26
1272 2013 July Tuesday 30 0 1888.95
1666 2013 July Wednesday 31 0 1890.33
1173 2013 August Thursday 1 0 1896.15
1155 2013 August Friday 2 0 1896.65
332 2013 August Saturday 3 0 1891.67
0 2013 August Sunday 4 1 1891.67
737 2013 August Monday 5 0 1891.67
1170 2013 August Tuesday 6 0 1883.24
23 2013 August Wednesday 7 1 1882.01
836 2013 August Thursday 8 0 1882.01
1133 2013 August Friday 9 0 1877.23
504 2013 August Saturday 10 0 1873.92
1 2013 August Sunday 11 1 1873.92
1036 2013 August Monday 12 0 1873.92
1361 2013 August Tuesday 13 0 1868.90
1401 2013 August Wednesday 14 0 1882.36
1314 2013 August Thursday 15 0 1883.15
1200 2013 August Friday 16 0 1901.03
299 2013 August Saturday 17 0 1907.06
0 2013 August Sunday 18 1 1907.06
0 2013 August Monday 19 1 1907.06
755 2013 August Tuesday 20 0 1907.06
1064 2013 August Wednesday 21 0 1922.73
1015 2013 August Thursday 22 0 1929.75
1283 2013 August Friday 23 0 1921.99
300 2013 August Saturday 24 0 1911.16
0 2013 August Sunday 25 1 1911.16
828 2013 August Monday 26 0 1911.16
883 2013 August Tuesday 27 0 1922.96
1209 2013 August Wednesday 28 0 1938.26
1148 2013 August Thursday 29 0 1939.85
1265 2013 August Friday 30 0 1943.04
431 2013 August Saturday 31 0 1935.43
0 2013 September Sunday 1 1 1935.43
742 2013 September Monday 2 0 1935.43
907 2013 September Tuesday 3 0 1935.43
1075 2013 September Wednesday 4 0 1946.28
1152 2013 September Thursday 5 0 1938.99
1087 2013 September Friday 6 0 1952.11
310 2013 September Saturday 7 0 1947.99
0 2013 September Sunday 8 1 1947.99
878 2013 September Monday 9 0 1947.99
1275 2013 September Tuesday 10 0 1946.06
1284 2013 September Wednesday 11 0 1935.55
1249 2013 September Thursday 12 0 1923.64
1227 2013 September Friday 13 0 1919.25
303 2013 September Saturday 14 0 1919.54
6 2013 September Sunday 15 1 1919.54
912 2013 September Monday 16 0 1919.54
1124 2013 September Tuesday 17 0 1917.03
1225 2013 September Wednesday 18 0 1914.12
1233 2013 September Thursday 19 0 1911.30
1143 2013 September Friday 20 0 1887.30
300 2013 September Saturday 21 0 1889.12
0 2013 September Sunday 22 1 1889.12
851 2013 September Monday 23 0 1889.12
1121 2013 September Tuesday 24 0 1892.89
1276 2013 September Wednesday 25 0 1888.14
1388 2013 September Thursday 26 0 1893.42
1307 2013 September Friday 27 0 1899.10
376 2013 September Saturday 28 0 1914.65
0 2013 September Sunday 29 1 1914.65
1099 2013 September Monday 30 0 1914.65
1093 2013 October Tuesday 1 0 1908.29
749 2013 October Wednesday 2 0 1893.77
1235 2013 October Thursday 3 0 1884.97
1340 2013 October Friday 4 0 1889.95
338 2013 October Saturday 5 0 1886.78
0 2013 October Sunday 6 1 1886.78
983 2013 October Monday 7 0 1886.78
1252 2013 October Tuesday 8 0 1885.19
1292 2013 October Wednesday 9 0 1889.17
1358 2013 October Thursday 10 0 1894.06
1283 2013 October Friday 11 0 1885.84
288 2013 October Saturday 12 0 1883.65
0 2013 October Sunday 13 1 1883.65
0 2013 October Monday 14 1 1883.65
651 2013 October Tuesday 15 0 1883.65
1070 2013 October Wednesday 16 0 1883.70
1161 2013 October Thursday 17 0 1880.91
1124 2013 October Friday 18 0 1879.48
299 2013 October Saturday 19 0 1879.88
0 2013 October Sunday 20 1 1879.88
853 2013 October Monday 21 0 1879.88
995 2013 October Tuesday 22 0 1885.52
1115 2013 October Wednesday 23 0 1879.46
1237 2013 October Thursday 24 0 1883.14
1180 2013 October Friday 25 0 1882.11
277 2013 October Saturday 26 0 1882.34
0 2013 October Sunday 27 1 1882.34
897 2013 October Monday 28 0 1882.34
1249 2013 October Tuesday 29 0 1884.43
1413 2013 October Wednesday 30 0 1883.42
1969 2013 October Thursday 31 0 1884.06
1143 2013 November Friday 1 0 1889.16
274 2013 November Saturday 2 0 1901.22
0 2013 November Sunday 3 1 1901.22
0 2013 November Monday 4 1 1901.22
883 2013 November Tuesday 5 0 1901.22
1058 2013 November Wednesday 6 0 1916.22
1395 2013 November Thursday 7 0 1916.80
1291 2013 November Friday 8 0 1924.87
278 2013 November Saturday 9 0 1932.77
2 2013 November Sunday 10 1 1932.77
0 2013 November Monday 11 1 1932.77
917 2013 November Tuesday 12 0 1932.77
1228 2013 November Wednesday 13 0 1928.96
1334 2013 November Thursday 14 0 1932.03
1394 2013 November Friday 15 0 1929.24
314 2013 November Saturday 16 0 1919.89
0 2013 November Sunday 17 1 1919.89
883 2013 November Monday 18 0 1919.89
1157 2013 November Tuesday 19 0 1915.37
1301 2013 November Wednesday 20 0 1919.20
1290 2013 November Thursday 21 0 1923.19
1277 2013 November Friday 22 0 1932.42
354 2013 November Saturday 23 0 1929.13
0 2013 November Sunday 24 1 1929.13
957 2013 November Monday 25 0 1929.13
1307 2013 November Tuesday 26 0 1926.99
1439 2013 November Wednesday 27 0 1926.74
1389 2013 November Thursday 28 0 1928.25
1656 2013 November Friday 29 0 1928.25
558 2013 November Saturday 30 0 1931.88
7 2013 December Sunday 1 1 1931.88
792 2013 December Monday 2 0 1931.88
1064 2013 December Tuesday 3 0 1934.16
1170 2013 December Wednesday 4 0 1941.01
1313 2013 December Thursday 5 0 1948.48
1433 2013 December Friday 6 0 1940.26
400 2013 December Saturday 7 0 1936.33
0 2013 December Sunday 8 1 1936.33
1101 2013 December Monday 9 0 1936.33
1314 2013 December Tuesday 10 0 1932.71
1439 2013 December Wednesday 11 0 1933.52
1574 2013 December Thursday 12 0 1935.61
1790 2013 December Friday 13 0 1935.89
450 2013 December Saturday 14 0 1930.87
3 2013 December Sunday 15 1 1930.87
1043 2013 December Monday 16 0 1930.87
1439 2013 December Tuesday 17 0 1934.95
1686 2013 December Wednesday 18 0 1936.14
1810 2013 December Thursday 19 0 1945.60
1866 2013 December Friday 20 0 1943.46
621 2013 December Saturday 21 0 1935.93
1 2013 December Sunday 22 1 1935.93
1591 2013 December Monday 23 0 1935.93
1168 2013 December Tuesday 24 0 1925.45
0 2013 December Wednesday 25 1 1922.76
1322 2013 December Thursday 26 0 1922.76
2016 2013 December Friday 27 0 1921.22
1043 2013 December Saturday 28 0 1922.56
1 2013 December Sunday 29 1 1922.56
1927 2013 December Monday 30 0 1922.56
428 2013 December Tuesday 31 0 1926.83
0 2014 January Wednesday 1 1 1926.83
164 2014 January Thursday 2 0 1926.83
289 2014 January Friday 3 0 1938.89
163 2014 January Saturday 4 0 1936.92
0 2014 January Sunday 5 1 1936.92
0 2014 January Monday 6 1 1936.92
547 2014 January Tuesday 7 0 1936.92
718 2014 January Wednesday 8 0 1930.45
627 2014 January Thursday 9 0 1933.24
1269 2014 January Friday 10 0 1934.88
348 2014 January Saturday 11 0 1926.55
0 2014 January Sunday 12 1 1926.55
854 2014 January Monday 13 0 1926.55
755 2014 January Tuesday 14 0 1924.79
1223 2014 January Wednesday 15 0 1932.59
985 2014 January Thursday 16 0 1941.45
1113 2014 January Friday 17 0 1947.15
136 2014 January Saturday 18 0 1957.86
1 2014 January Sunday 19 1 1957.86
634 2014 January Monday 20 0 1957.86
1025 2014 January Tuesday 21 0 1957.86
1140 2014 January Wednesday 22 0 1981.98
1052 2014 January Thursday 23 0 1983.48
931 2014 January Friday 24 0 1993.23
397 2014 January Saturday 25 0 2000.48
1 2014 January Sunday 26 1 2000.48
599 2014 January Monday 27 0 2000.48
1195 2014 January Tuesday 28 0 1997.91
1177 2014 January Wednesday 29 0 2000.56
1158 2014 January Thursday 30 0 2013.17
1719 2014 January Friday 31 0 2008.26
231 2014 February Saturday 1 0 2021.10
6 2014 February Sunday 2 1 2021.10
708 2014 February Monday 3 0 2021.10
940 2014 February Tuesday 4 0 2039.85
1091 2014 February Wednesday 5 0 2041.34
1325 2014 February Thursday 6 0 2048.75
1317 2014 February Friday 7 0 2049.52
351 2014 February Saturday 8 0 2046.06
0 2014 February Sunday 9 1 2046.06
936 2014 February Monday 10 0 2046.06
953 2014 February Tuesday 11 0 2048.55
1291 2014 February Wednesday 12 0 2041.61
1115 2014 February Thursday 13 0 2031.75
1226 2014 February Friday 14 0 2032.99
293 2014 February Saturday 15 0 2022.68
0 2014 February Sunday 16 1 2022.68
848 2014 February Monday 17 0 2022.68
1030 2014 February Tuesday 18 0 2022.68
1075 2014 February Wednesday 19 0 2028.54
1085 2014 February Thursday 20 0 2042.22
1188 2014 February Friday 21 0 2052.46
310 2014 February Saturday 22 0 2043.96
0 2014 February Sunday 23 1 2043.96
861 2014 February Monday 24 0 2043.96
1123 2014 February Tuesday 25 0 2042.67
1321 2014 February Wednesday 26 0 2045.45
1476 2014 February Thursday 27 0 2053.11
1770 2014 February Friday 28 0 2054.90
211 2014 March Saturday 1 0 2046.75
0 2014 March Sunday 2 1 2046.75
660 2014 March Monday 3 0 2046.75
867 2014 March Tuesday 4 0 2052.51
1021 2014 March Wednesday 5 0 2047.75
1175 2014 March Thursday 6 0 2045.14
1327 2014 March Friday 7 0 2030.02
331 2014 March Saturday 8 0 2036.20
0 2014 March Sunday 9 1 2036.20
831 2014 March Monday 10 0 2036.20
1166 2014 March Tuesday 11 0 2042.78
1163 2014 March Wednesday 12 0 2043.59
1216 2014 March Thursday 13 0 2047.59
1220 2014 March Friday 14 0 2044.48
343 2014 March Saturday 15 0 2044.58
6 2014 March Sunday 16 1 2044.58
735 2014 March Monday 17 0 2044.58
1061 2014 March Tuesday 18 0 2035.16
1135 2014 March Wednesday 19 0 2034.86
1240 2014 March Thursday 20 0 2017.38
1374 2014 March Friday 21 0 1998.60
335 2014 March Saturday 22 0 1993.85
1 2014 March Sunday 23 1 1993.85
0 2014 March Monday 24 1 1993.85
879 2014 March Tuesday 25 0 1993.85
1303 2014 March Wednesday 26 0 1978.63
1439 2014 March Thursday 27 0 1973.03
1280 2014 March Friday 28 0 1965.64
653 2014 March Saturday 29 0 1965.32
2 2014 March Sunday 30 1 1965.32
1210 2014 March Monday 31 0 1965.32
1219 2014 April Tuesday 1 0 1969.45
960 2014 April Wednesday 2 0 1966.02
1220 2014 April Thursday 3 0 1963.51
1438 2014 April Friday 4 0 1966.40
382 2014 April Saturday 5 0 1951.85
0 2014 April Sunday 6 1 1951.85
1087 2014 April Monday 7 0 1951.85
1290 2014 April Tuesday 8 0 1937.59
1480 2014 April Wednesday 9 0 1923.95
1582 2014 April Thursday 10 0 1931.09
1575 2014 April Friday 11 0 1920.93
228 2014 April Saturday 12 0 1927.28
0 2014 April Sunday 13 1 1927.28
1321 2014 April Monday 14 0 1927.28
1133 2014 April Tuesday 15 0 1926.47
886 2014 April Wednesday 16 0 1932.42
0 2014 April Thursday 17 1 1930.62
0 2014 April Friday 18 1 1930.62
0 2014 April Saturday 19 0 1930.62
0 2014 April Sunday 20 1 1930.62
684 2014 April Monday 21 0 1930.62
1079 2014 April Tuesday 22 0 1921.75
1182 2014 April Wednesday 23 0 1929.66
1386 2014 April Thursday 24 0 1936.63
1157 2014 April Friday 25 0 1936.07
479 2014 April Saturday 26 0 1942.37
479 2014 April Saturday 26 0 1942.37
479 2014 April Saturday 26 0 1942.37
479 2014 April Saturday 26 0 1942.37
1 2014 April Sunday 27 1 1942.37
1081 2014 April Monday 28 0 1942.37
1427 2014 April Tuesday 29 0 1936.13
1945 2014 April Wednesday 30 0 1935.14
2 2014 May Thursday 1 1 1933.46
917 2014 May Friday 2 0 1933.46
294 2014 May Saturday 3 0 1926.30
1 2014 May Sunday 4 1 1926.30
849 2014 May Monday 5 0 1926.30
1070 2014 May Tuesday 6 0 1923.07
1127 2014 May Wednesday 7 0 1918.20
1240 2014 May Thursday 8 0 1912.97
1202 2014 May Friday 9 0 1902.15
316 2014 May Saturday 10 0 1901.51
0 2014 May Sunday 11 1 1901.51
788 2014 May Monday 12 0 1901.51
1193 2014 May Tuesday 13 0 1904.85
1272 2014 May Wednesday 14 0 1919.70
1218 2014 May Thursday 15 0 1925.31
1235 2014 May Friday 16 0 1927.80
362 2014 May Saturday 17 0 1925.41
1 2014 May Sunday 18 1 1925.41
822 2014 May Monday 19 0 1925.41
1140 2014 May Tuesday 20 0 1921.16
1210 2014 May Wednesday 21 0 1920.41
1249 2014 May Thursday 22 0 1911.33
1227 2014 May Friday 23 0 1905.80
390 2014 May Saturday 24 0 1905.53
0 2014 May Sunday 25 1 1905.53
729 2014 May Monday 26 0 1905.53
1282 2014 May Tuesday 27 0 1905.53
1689 2014 May Wednesday 28 0 1917.34
1625 2014 May Thursday 29 0 1910.80
1890 2014 May Friday 30 0 1905.96
673 2014 May Saturday 31 0 1900.64
1 2014 June Sunday 1 1 1900.64
0 2014 June Monday 2 1 1900.64
760 2014 June Tuesday 3 0 1900.64
998 2014 June Wednesday 4 0 1899.74
1232 2014 June Thursday 5 0 1897.70
1229 2014 June Friday 6 0 1892.08
368 2014 June Saturday 7 0 1886.09
1 2014 June Sunday 8 1 1886.09
1049 2014 June Monday 9 0 1886.09
1213 2014 June Tuesday 10 0 1883.76
1317 2014 June Wednesday 11 0 1884.97
1233 2014 June Thursday 12 0 1884.63
847 2014 June Friday 13 0 1877.18
410 2014 June Saturday 14 0 1877.37
0 2014 June Sunday 15 1 1877.37
1102 2014 June Monday 16 0 1877.37
1195 2014 June Tuesday 17 0 1886.62
1161 2014 June Wednesday 18 0 1899.90
1198 2014 June Thursday 19 0 1895.92
1232 2014 June Friday 20 0 1881.34
333 2014 June Saturday 21 0 1884.56
1 2014 June Sunday 22 1 1884.56
0 2014 June Monday 23 1 1884.56
829 2014 June Tuesday 24 0 1884.56
1220 2014 June Wednesday 25 0 1886.85
1489 2014 June Thursday 26 0 1880.37
1889 2014 June Friday 27 0 1886.01
839 2014 June Saturday 28 0 1881.19
1 2014 June Sunday 29 1 1881.19
5 2014 June Monday 30 1 1881.19
543 2014 July Tuesday 1 0 1881.19
1001 2014 July Wednesday 2 0 1865.42
1143 2014 July Thursday 3 0 1856.73
920 2014 July Friday 4 0 1848.91
245 2014 July Saturday 5 0 1848.91
0 2014 July Sunday 6 1 1848.91
768 2014 July Monday 7 0 1848.91
1172 2014 July Tuesday 8 0 1849.28
1181 2014 July Wednesday 9 0 1854.24
1273 2014 July Thursday 10 0 1859.94
1229 2014 July Friday 11 0 1858.47
383 2014 July Saturday 12 0 1852.57
1 2014 July Sunday 13 1 1852.57
952 2014 July Monday 14 0 1852.57
1174 2014 July Tuesday 15 0 1857.93
955 2014 July Wednesday 16 0 1867.88
1345 2014 July Thursday 17 0 1868.41
1133 2014 July Friday 18 0 1872.27
329 2014 July Saturday 19 0 1871.87
2 2014 July Sunday 20 1 1871.87
686 2014 July Monday 21 0 1871.87
1212 2014 July Tuesday 22 0 1861.28
1168 2014 July Wednesday 23 0 1848.98
1334 2014 July Thursday 24 0 1847.85
1260 2014 July Friday 25 0 1846.12
528 2014 July Saturday 26 0 1848.56
3 2014 July Sunday 27 1 1848.56
1075 2014 July Monday 28 0 1848.56
1476 2014 July Tuesday 29 0 1850.61
1724 2014 July Wednesday 30 0 1853.30
1552 2014 July Thursday 31 0 1872.43
1604 2014 August Friday 1 0 1878.75
318 2014 August Saturday 2 0 1873.65
0 2014 August Sunday 3 1 1873.65
825 2014 August Monday 4 0 1873.65
1034 2014 August Tuesday 5 0 1878.68
1318 2014 August Wednesday 6 0 1892.35
4 2014 August Thursday 7 1 1888.51
1239 2014 August Friday 8 0 1888.51
368 2014 August Saturday 9 0 1891.59
1 2014 August Sunday 10 1 1891.59
1047 2014 August Monday 11 0 1891.59
1160 2014 August Tuesday 12 0 1881.62
1553 2014 August Wednesday 13 0 1877.40
1604 2014 August Thursday 14 0 1883.33
1423 2014 August Friday 15 0 1877.77
344 2014 August Saturday 16 0 1884.81
0 2014 August Sunday 17 1 1884.81
0 2014 August Monday 18 1 1884.81
927 2014 August Tuesday 19 0 1884.81
1108 2014 August Wednesday 20 0 1894.27
1291 2014 August Thursday 21 0 1912.43
1400 2014 August Friday 22 0 1919.84
384 2014 August Saturday 23 0 1924.40
1 2014 August Sunday 24 1 1924.40
865 2014 August Monday 25 0 1924.40
1479 2014 August Tuesday 26 0 1932.39
1622 2014 August Wednesday 27 0 1928.67
1723 2014 August Thursday 28 0 1926.92
1969 2014 August Friday 29 0 1935.04
917 2014 August Saturday 30 0 1918.62
8 2014 August Sunday 31 1 1918.62
810 2014 September Monday 1 0 1918.62
803 2014 September Tuesday 2 0 1918.62
1297 2014 September Wednesday 3 0 1931.49
1477 2014 September Thursday 4 0 1924.67
1346 2014 September Friday 5 0 1931.45
408 2014 September Saturday 6 0 1935.25
1 2014 September Sunday 7 1 1935.25
1042 2014 September Monday 8 0 1935.25
1254 2014 September Tuesday 9 0 1942.03
1497 2014 September Wednesday 10 0 1962.84
1378 2014 September Thursday 11 0 1975.82
1256 2014 September Friday 12 0 1979.97
472 2014 September Saturday 13 0 1994.97
1 2014 September Sunday 14 1 1994.97
938 2014 September Monday 15 0 1994.97
1225 2014 September Tuesday 16 0 1987.71
1384 2014 September Wednesday 17 0 1978.08
1311 2014 September Thursday 18 0 1975.47
1218 2014 September Friday 19 0 1975.42
328 2014 September Saturday 20 0 1966.89
0 2014 September Sunday 21 1 1966.89
890 2014 September Monday 22 0 1966.89
1206 2014 September Tuesday 23 0 1992.68
1335 2014 September Wednesday 24 0 1997.91
1466 2014 September Thursday 25 0 2007.48
1514 2014 September Friday 26 0 2019.76
469 2014 September Saturday 27 0 2023.89
10 2014 September Sunday 28 1 2023.89
1285 2014 September Monday 29 0 2023.89
2026 2014 September Tuesday 30 0 2028.48
1156 2014 October Wednesday 1 0 2022.00
1286 2014 October Thursday 2 0 2025.75
1165 2014 October Friday 3 0 2021.49
333 2014 October Saturday 4 0 2026.20
0 2014 October Sunday 5 1 2026.20
929 2014 October Monday 6 0 2026.20
1290 2014 October Tuesday 7 0 2028.03
1457 2014 October Wednesday 8 0 2026.90
989 2014 October Thursday 9 0 2040.31
1861 2014 October Friday 10 0 2041.71
370 2014 October Saturday 11 0 2052.96
5 2014 October Sunday 12 1 2052.96
0 2014 October Monday 13 1 2052.96
969 2014 October Tuesday 14 0 2052.96
1261 2014 October Wednesday 15 0 2049.66
1369 2014 October Thursday 16 0 2057.70
1349 2014 October Friday 17 0 2074.40
389 2014 October Saturday 18 0 2064.43
2 2014 October Sunday 19 1 2064.43
931 2014 October Monday 20 0 2064.43
1175 2014 October Tuesday 21 0 2065.82
1360 2014 October Wednesday 22 0 2048.44
1344 2014 October Thursday 23 0 2049.90
1404 2014 October Friday 24 0 2053.39
373 2014 October Saturday 25 0 2065.38
0 2014 October Sunday 26 1 2065.38
1095 2014 October Monday 27 0 2065.38
1459 2014 October Tuesday 28 0 2069.72
1871 2014 October Wednesday 29 0 2055.43
1827 2014 October Thursday 30 0 2044.55
2514 2014 October Friday 31 0 2050.52
230 2014 November Saturday 1 0 2061.92
1 2014 November Sunday 2 1 2061.92
0 2014 November Monday 3 1 2061.92
674 2014 November Tuesday 4 0 2061.92
959 2014 November Wednesday 5 0 2076.99
1373 2014 November Thursday 6 0 2081.24
1360 2014 November Friday 7 0 2086.86
350 2014 November Saturday 8 0 2103.25
0 2014 November Sunday 9 1 2103.25
852 2014 November Monday 10 0 2103.25
473 2014 November Tuesday 11 0 2103.12
1681 2014 November Wednesday 12 0 2103.12
1596 2014 November Thursday 13 0 2115.59
1535 2014 November Friday 14 0 2133.03
391 2014 November Saturday 15 0 2160.47
23 2014 November Sunday 16 1 2160.47
0 2014 November Monday 17 1 2160.47
915 2014 November Tuesday 18 0 2160.47
1192 2014 November Wednesday 19 0 2158.58
1137 2014 November Thursday 20 0 2156.73
1558 2014 November Friday 21 0 2156.93
422 2014 November Saturday 22 0 2142.02
0 2014 November Sunday 23 1 2142.02
1080 2014 November Monday 24 0 2142.02
1333 2014 November Tuesday 25 0 2158.12
1555 2014 November Wednesday 26 0 2162.15
1784 2014 November Thursday 27 0 2165.15
2098 2014 November Friday 28 0 2165.15
1175 2014 November Saturday 29 0 2206.19
69 2014 November Sunday 30 1 2206.19
684 2014 December Monday 1 0 2206.19
1055 2014 December Tuesday 2 0 2252.36
1285 2014 December Wednesday 3 0 2293.47
1699 2014 December Thursday 4 0 2286.03
1769 2014 December Friday 5 0 2284.24
348 2014 December Saturday 6 0 2304.12
1 2014 December Sunday 7 1 2304.12
0 2014 December Monday 8 1 2304.12
1175 2014 December Tuesday 9 0 2304.12
1786 2014 December Wednesday 10 0 2350.01
1864 2014 December Thursday 11 0 2381.96
2289 2014 December Friday 12 0 2423.56
700 2014 December Saturday 13 0 2405.31
1 2014 December Sunday 14 1 2405.31
1516 2014 December Monday 15 0 2405.31
1941 2014 December Tuesday 16 0 2414.39
2108 2014 December Wednesday 17 0 2446.35
2360 2014 December Thursday 18 0 2412.79
2391 2014 December Friday 19 0 2334.98
624 2014 December Saturday 20 0 2297.14
1 2014 December Sunday 21 1 2297.14
1415 2014 December Monday 22 0 2297.14
2593 2014 December Tuesday 23 0 2316.93
1909 2014 December Wednesday 24 0 2342.57
0 2014 December Thursday 25 1 2346.90
1656 2014 December Friday 26 0 2346.90
983 2014 December Saturday 27 0 2358.46
0 2014 December Sunday 28 1 2358.46
2106 2014 December Monday 29 0 2358.46
3437 2014 December Tuesday 30 0 2378.56
822 2014 December Wednesday 31 0 2392.46
0 2015 January Thursday 1 1 2392.46
117 2015 January Friday 2 0 2392.46
76 2015 January Saturday 3 0 2383.37
0 2015 January Sunday 4 1 2383.37
325 2015 January Monday 5 0 2383.37
739 2015 January Tuesday 6 0 2412.82
1128 2015 January Wednesday 7 0 2452.11
1067 2015 January Thursday 8 0 2434.31
1180 2015 January Friday 9 0 2405.03
377 2015 January Saturday 10 0 2406.71
0 2015 January Sunday 11 1 2406.71
2 2015 January Monday 12 1 2406.71
859 2015 January Tuesday 13 0 2406.71
1111 2015 January Wednesday 14 0 2442.03
949 2015 January Thursday 15 0 2438.79
1271 2015 January Friday 16 0 2398.91
394 2015 January Saturday 17 0 2383.91
0 2015 January Sunday 18 1 2383.91
811 2015 January Monday 19 0 2383.91
1097 2015 January Tuesday 20 0 2383.91
1169 2015 January Wednesday 21 0 2373.44
1044 2015 January Thursday 22 0 2361.54
772 2015 January Friday 23 0 2370.75
323 2015 January Saturday 24 0 2386.50
0 2015 January Sunday 25 1 2386.50
731 2015 January Monday 26 0 2386.50
1164 2015 January Tuesday 27 0 2386.28
1171 2015 January Wednesday 28 0 2381.11
1250 2015 January Thursday 29 0 2362.42
1580 2015 January Friday 30 0 2397.35
659 2015 January Saturday 31 0 2441.10
1 2015 February Sunday 1 1 2441.10
739 2015 February Monday 2 0 2441.10
880 2015 February Tuesday 3 0 2407.29
1033 2015 February Wednesday 4 0 2374.72
1016 2015 February Thursday 5 0 2381.91
1181 2015 February Friday 6 0 2384.53
312 2015 February Saturday 7 0 2384.76
0 2015 February Sunday 8 1 2384.76
856 2015 February Monday 9 0 2384.76
1074 2015 February Tuesday 10 0 2371.31
1203 2015 February Wednesday 11 0 2380.79
1145 2015 February Thursday 12 0 2416.61
1091 2015 February Friday 13 0 2401.03
274 2015 February Saturday 14 0 2376.23
1 2015 February Sunday 15 1 2376.23
667 2015 February Monday 16 0 2376.23
994 2015 February Tuesday 17 0 2376.23
1081 2015 February Wednesday 18 0 2416.37
1136 2015 February Thursday 19 0 2429.71
1121 2015 February Friday 20 0 2445.16
331 2015 February Saturday 21 0 2455.54
22 2015 February Sunday 22 1 2455.54
787 2015 February Monday 23 0 2455.54
1153 2015 February Tuesday 24 0 2489.81
1242 2015 February Wednesday 25 0 2500.59
1188 2015 February Thursday 26 0 2489.41
1791 2015 February Friday 27 0 2484.58
691 2015 February Saturday 28 0 2496.99
0 2015 March Sunday 1 1 2496.99
438 2015 March Monday 2 0 2496.99
1071 2015 March Tuesday 3 0 2522.03
1129 2015 March Wednesday 4 0 2555.08
1310 2015 March Thursday 5 0 2565.90
1126 2015 March Friday 6 0 2543.47
293 2015 March Saturday 7 0 2565.61
1 2015 March Sunday 8 1 2565.61
665 2015 March Monday 9 0 2565.61
1051 2015 March Tuesday 10 0 2592.86
1196 2015 March Wednesday 11 0 2618.79
1184 2015 March Thursday 12 0 2633.65
1141 2015 March Friday 13 0 2610.08
314 2015 March Saturday 14 0 2661.52
0 2015 March Sunday 15 1 2661.52
734 2015 March Monday 16 0 2661.52
974 2015 March Tuesday 17 0 2675.08
1118 2015 March Wednesday 18 0 2677.97
1091 2015 March Thursday 19 0 2651.49
1210 2015 March Friday 20 0 2613.38
312 2015 March Saturday 21 0 2587.71
0 2015 March Sunday 22 1 2587.71
0 2015 March Monday 23 1 2587.71
862 2015 March Tuesday 24 0 2587.71
1098 2015 March Wednesday 25 0 2526.79
1174 2015 March Thursday 26 0 2535.55
1723 2015 March Friday 27 0 2551.30
541 2015 March Saturday 28 0 2556.85
29 2015 March Sunday 29 1 2556.85
1333 2015 March Monday 30 0 2556.85
1692 2015 March Tuesday 31 0 2576.05
613 2015 April Wednesday 1 0 2598.36
0 2015 April Thursday 2 1 2576.41
0 2015 April Friday 3 1 2576.41
1 2015 April Saturday 4 0 2576.41
0 2015 April Sunday 5 1 2576.41
634 2015 April Monday 6 0 2576.41
882 2015 April Tuesday 7 0 2522.71
1030 2015 April Wednesday 8 0 2518.05
1098 2015 April Thursday 9 0 2490.90
1110 2015 April Friday 10 0 2494.77
316 2015 April Saturday 11 0 2516.08
0 2015 April Sunday 12 1 2516.08
740 2015 April Monday 13 0 2516.08
1112 2015 April Tuesday 14 0 2537.33
1114 2015 April Wednesday 15 0 2550.83
1072 2015 April Thursday 16 0 2534.63
1086 2015 April Friday 17 0 2493.93
251 2015 April Saturday 18 0 2495.01
11 2015 April Sunday 19 1 2495.01
749 2015 April Monday 20 0 2495.01
972 2015 April Tuesday 21 0 2487.07
1042 2015 April Wednesday 22 0 2469.03
1089 2015 April Thursday 23 0 2488.50
1042 2015 April Friday 24 0 2471.21
383 2015 April Saturday 25 0 2461.17
0 2015 April Sunday 26 1 2461.17
816 2015 April Monday 27 0 2461.17
1326 2015 April Tuesday 28 0 2419.81
1487 2015 April Wednesday 29 0 2393.42
2007 2015 April Thursday 30 0 2388.06
0 2015 May Friday 1 1 2393.58
117 2015 May Saturday 2 0 2393.58
0 2015 May Sunday 3 1 2393.58
555 2015 May Monday 4 0 2393.58
839 2015 May Tuesday 5 0 2408.17
1005 2015 May Wednesday 6 0 2386.72
1183 2015 May Thursday 7 0 2362.41
1212 2015 May Friday 8 0 2369.23
310 2015 May Saturday 9 0 2360.58
0 2015 May Sunday 10 1 2360.58
797 2015 May Monday 11 0 2360.58
1091 2015 May Tuesday 12 0 2381.53
1107 2015 May Wednesday 13 0 2386.77
1222 2015 May Thursday 14 0 2377.87
1203 2015 May Friday 15 0 2389.49
327 2015 May Saturday 16 0 2417.01
2 2015 May Sunday 17 1 2417.01
0 2015 May Monday 18 1 2417.01
792 2015 May Tuesday 19 0 2417.01
1034 2015 May Wednesday 20 0 2475.45
1065 2015 May Thursday 21 0 2503.37
1159 2015 May Friday 22 0 2489.39
323 2015 May Saturday 23 0 2500.22
0 2015 May Sunday 24 1 2500.22
916 2015 May Monday 25 0 2500.22
1174 2015 May Tuesday 26 0 2500.22
1244 2015 May Wednesday 27 0 2542.53
1419 2015 May Thursday 28 0 2548.13
1725 2015 May Friday 29 0 2549.97
827 2015 May Saturday 30 0 2533.79
1 2015 May Sunday 31 1 2533.79
524 2015 June Monday 1 0 2533.79
820 2015 June Tuesday 2 0 2549.29
1033 2015 June Wednesday 3 0 2554.44
1201 2015 June Thursday 4 0 2571.92
1180 2015 June Friday 5 0 2588.56
334 2015 June Saturday 6 0 2623.66
2 2015 June Sunday 7 1 2623.66
0 2015 June Monday 8 1 2623.66
808 2015 June Tuesday 9 0 2623.66
1149 2015 June Wednesday 10 0 2569.17
1233 2015 June Thursday 11 0 2523.00
1239 2015 June Friday 12 0 2538.55
437 2015 June Saturday 13 0 2535.91
0 2015 June Sunday 14 1 2535.91
0 2015 June Monday 15 1 2535.91
732 2015 June Tuesday 16 0 2535.91
1051 2015 June Wednesday 17 0 2531.72
1169 2015 June Thursday 18 0 2550.43
1141 2015 June Friday 19 0 2528.85
397 2015 June Saturday 20 0 2548.20
0 2015 June Sunday 21 1 2548.20
686 2015 June Monday 22 0 2548.20
1188 2015 June Tuesday 23 0 2537.68
1236 2015 June Wednesday 24 0 2550.74
1463 2015 June Thursday 25 0 2566.66
1420 2015 June Friday 26 0 2556.21
530 2015 June Saturday 27 0 2585.11
7 2015 June Sunday 28 1 2585.11
0 2015 June Monday 29 1 2585.11
1643 2015 June Tuesday 30 0 2585.11
743 2015 July Wednesday 1 0 2598.68
985 2015 July Thursday 2 0 2626.80
1099 2015 July Friday 3 0 2623.91
310 2015 July Saturday 4 0 2642.97
2 2015 July Sunday 5 1 2642.97
639 2015 July Monday 6 0 2642.97
1088 2015 July Tuesday 7 0 2665.41
1257 2015 July Wednesday 8 0 2690.15
1201 2015 July Thursday 9 0 2690.79
1226 2015 July Friday 10 0 2670.79
364 2015 July Saturday 11 0 2667.37
20 2015 July Sunday 12 1 2667.37
864 2015 July Monday 13 0 2667.37
1080 2015 July Tuesday 14 0 2693.54
1226 2015 July Wednesday 15 0 2688.20
1182 2015 July Thursday 16 0 2713.04
1002 2015 July Friday 17 0 2727.23
324 2015 July Saturday 18 0 2751.88
0 2015 July Sunday 19 1 2751.88
0 2015 July Monday 20 1 2751.88
731 2015 July Tuesday 21 0 2751.88
1041 2015 July Wednesday 22 0 2765.10
1329 2015 July Thursday 23 0 2790.26
1110 2015 July Friday 24 0 2807.36
420 2015 July Saturday 25 0 2857.46
8 2015 July Sunday 26 1 2857.46
1010 2015 July Monday 27 0 2857.46
1322 2015 July Tuesday 28 0 2854.13
1486 2015 July Wednesday 29 0 2855.44
1589 2015 July Thursday 30 0 2855.32
2083 2015 July Friday 31 0 2866.04
244 2015 August Saturday 1 0 2862.51
0 2015 August Sunday 2 1 2862.51
651 2015 August Monday 3 0 2862.51
1023 2015 August Tuesday 4 0 2902.98
1211 2015 August Wednesday 5 0 2906.95
1254 2015 August Thursday 6 0 2945.97
28 2015 August Friday 7 1 2955.31
245 2015 August Saturday 8 0 2955.31
0 2015 August Sunday 9 1 2955.31
865 2015 August Monday 10 0 2955.31
1143 2015 August Tuesday 11 0 2913.45
1157 2015 August Wednesday 12 0 2943.97
1194 2015 August Thursday 13 0 2937.63
1103 2015 August Friday 14 0 2966.12
361 2015 August Saturday 15 0 2983.12
4 2015 August Sunday 16 1 2983.12
0 2015 August Monday 17 1 2983.12
724 2015 August Tuesday 18 0 2983.12
1061 2015 August Wednesday 19 0 3003.35
1097 2015 August Thursday 20 0 3027.20
1209 2015 August Friday 21 0 3053.65
394 2015 August Saturday 22 0 3102.60
1 2015 August Sunday 23 1 3102.60
745 2015 August Monday 24 0 3102.60
1207 2015 August Tuesday 25 0 3208.37
1277 2015 August Wednesday 26 0 3194.24
1298 2015 August Thursday 27 0 3238.51
1586 2015 August Friday 28 0 3195.47
541 2015 August Saturday 29 0 3101.10
20 2015 August Sunday 30 1 3101.10
1686 2015 August Monday 31 0 3101.10
744 2015 September Tuesday 1 0 3079.97
896 2015 September Wednesday 2 0 3093.64
953 2015 September Thursday 3 0 3142.34
1198 2015 September Friday 4 0 3119.93
298 2015 September Saturday 5 0 3113.55
1 2015 September Sunday 6 1 3113.55
898 2015 September Monday 7 0 3113.55
1095 2015 September Tuesday 8 0 3113.55
1230 2015 September Wednesday 9 0 3138.46
1214 2015 September Thursday 10 0 3105.40
1141 2015 September Friday 11 0 3080.57
371 2015 September Saturday 12 0 3012.96
0 2015 September Sunday 13 1 3012.96
832 2015 September Monday 14 0 3012.96
1053 2015 September Tuesday 15 0 3032.59
1057 2015 September Wednesday 16 0 3025.28
1115 2015 September Thursday 17 0 2989.04
1034 2015 September Friday 18 0 2975.13
244 2015 September Saturday 19 0 2984.90
2 2015 September Sunday 20 1 2984.90
519 2015 September Monday 21 0 2984.90
1054 2015 September Tuesday 22 0 3001.68
1199 2015 September Wednesday 23 0 3065.74
1110 2015 September Thursday 24 0 3099.28
985 2015 September Friday 25 0 3135.17
347 2015 September Saturday 26 0 3080.44
0 2015 September Sunday 27 1 3080.44
939 2015 September Monday 28 0 3080.44
1365 2015 September Tuesday 29 0 3096.98
2121 2015 September Wednesday 30 0 3121.94
774 2015 October Thursday 1 0 3086.75
819 2015 October Friday 2 0 3061.85
242 2015 October Saturday 3 0 3034.90
0 2015 October Sunday 4 1 3034.90
617 2015 October Monday 5 0 3034.90
1012 2015 October Tuesday 6 0 2971.15
993 2015 October Wednesday 7 0 2913.74
992 2015 October Thursday 8 0 2891.91
973 2015 October Friday 9 0 2887.21
326 2015 October Saturday 10 0 2855.74
5 2015 October Sunday 11 1 2855.74
0 2015 October Monday 12 1 2855.74
773 2015 October Tuesday 13 0 2855.74
982 2015 October Wednesday 14 0 2910.70
1051 2015 October Thursday 15 0 2928.69
1069 2015 October Friday 16 0 2908.87
270 2015 October Saturday 17 0 2879.89
0 2015 October Sunday 18 1 2879.89
630 2015 October Monday 19 0 2879.89
909 2015 October Tuesday 20 0 2912.99
987 2015 October Wednesday 21 0 2929.19
979 2015 October Thursday 22 0 2966.68
920 2015 October Friday 23 0 2925.36
428 2015 October Saturday 24 0 2912.08
25 2015 October Sunday 25 1 2912.08
741 2015 October Monday 26 0 2912.08
1075 2015 October Tuesday 27 0 2918.21
1210 2015 October Wednesday 28 0 2950.87
1395 2015 October Thursday 29 0 2926.75
1615 2015 October Friday 30 0 2921.32
757 2015 October Saturday 31 0 2897.83
18 2015 November Sunday 1 1 2897.83
0 2015 November Monday 2 1 2897.83
517 2015 November Tuesday 3 0 2897.83
792 2015 November Wednesday 4 0 2825.25
904 2015 November Thursday 5 0 2819.63
986 2015 November Friday 6 0 2853.32
370 2015 November Saturday 7 0 2896.19
0 2015 November Sunday 8 1 2896.19
773 2015 November Monday 9 0 2896.19
1019 2015 November Tuesday 10 0 2921.15
1051 2015 November Wednesday 11 0 2935.86
1099 2015 November Thursday 12 0 2935.86
1061 2015 November Friday 13 0 3009.36
240 2015 November Saturday 14 0 3073.23
1 2015 November Sunday 15 1 3073.23
0 2015 November Monday 16 1 3073.23
651 2015 November Tuesday 17 0 3073.23
940 2015 November Wednesday 18 0 3069.24
1138 2015 November Thursday 19 0 3108.70
1100 2015 November Friday 20 0 3082.04
295 2015 November Saturday 21 0 3047.31
0 2015 November Sunday 22 1 3047.31
766 2015 November Monday 23 0 3047.31
1048 2015 November Tuesday 24 0 3086.82
1243 2015 November Wednesday 25 0 3074.35
1281 2015 November Thursday 26 0 3099.75
1344 2015 November Friday 27 0 3099.75
617 2015 November Saturday 28 0 3101.10
0 2015 November Sunday 29 1 3101.10
1848 2015 November Monday 30 0 3101.10
669 2015 December Tuesday 1 0 3142.11
949 2015 December Wednesday 2 0 3131.95
1053 2015 December Thursday 3 0 3166.67
1281 2015 December Friday 4 0 3149.12
350 2015 December Saturday 5 0 3179.22
0 2015 December Sunday 6 1 3179.22
807 2015 December Monday 7 0 3179.22
5 2015 December Tuesday 8 1 3287.03
1032 2015 December Wednesday 9 0 3287.03
1249 2015 December Thursday 10 0 3294.02
1387 2015 December Friday 11 0 3259.56
364 2015 December Saturday 12 0 3299.36
0 2015 December Sunday 13 1 3299.36
1084 2015 December Monday 14 0 3299.36
1303 2015 December Tuesday 15 0 3356.00
1443 2015 December Wednesday 16 0 3328.08
1429 2015 December Thursday 17 0 3317.72
1681 2015 December Friday 18 0 3333.37
544 2015 December Saturday 19 0 3337.68
5 2015 December Sunday 20 1 3337.68
1198 2015 December Monday 21 0 3337.68
1789 2015 December Tuesday 22 0 3332.70
1902 2015 December Wednesday 23 0 3307.24
1164 2015 December Thursday 24 0 3255.19
0 2015 December Friday 25 1 3172.03
297 2015 December Saturday 26 0 3172.03
3 2015 December Sunday 27 1 3172.03
1288 2015 December Monday 28 0 3172.03
2194 2015 December Tuesday 29 0 3180.87
2775 2015 December Wednesday 30 0 3155.22
474 2015 December Thursday 31 0 3149.47
0 2016 January Friday 1 1 3149.47
3 2016 January Saturday 2 0 3149.47
0 2016 January Sunday 3 1 3149.47
100 2016 January Monday 4 0 3149.47
258 2016 January Tuesday 5 0 3213.24
419 2016 January Wednesday 6 0 3203.86
452 2016 January Thursday 7 0 3250.69
782 2016 January Friday 8 0 3287.28
197 2016 January Saturday 9 0 3268.37
2 2016 January Sunday 10 1 3268.37
0 2016 January Monday 11 1 3268.37
565 2016 January Tuesday 12 0 3268.37
1022 2016 January Wednesday 13 0 3246.51
992 2016 January Thursday 14 0 3235.45
974 2016 January Friday 15 0 3240.71
291 2016 January Saturday 16 0 3293.94
0 2016 January Sunday 17 1 3293.94
667 2016 January Monday 18 0 3293.94
905 2016 January Tuesday 19 0 3293.94
904 2016 January Wednesday 20 0 3297.46
996 2016 January Thursday 21 0 3357.67
923 2016 January Friday 22 0 3368.49
293 2016 January Saturday 23 0 3281.74
0 2016 January Sunday 24 1 3281.74
613 2016 January Monday 25 0 3281.74
901 2016 January Tuesday 26 0 3362.38
1005 2016 January Wednesday 27 0 3375.80
1231 2016 January Thursday 28 0 3366.63
1488 2016 January Friday 29 0 3302.92
846 2016 January Saturday 30 0 3287.31
0 2016 January Sunday 31 1 3287.31
451 2016 February Monday 1 0 3287.31
694 2016 February Tuesday 2 0 3326.82
747 2016 February Wednesday 3 0 3387.69
931 2016 February Thursday 4 0 3382.20
918 2016 February Friday 5 0 3315.75
226 2016 February Saturday 6 0 3320.49
16 2016 February Sunday 7 1 3320.49
653 2016 February Monday 8 0 3320.49
747 2016 February Tuesday 9 0 3367.02
895 2016 February Wednesday 10 0 3391.93
924 2016 February Thursday 11 0 3385.65
1003 2016 February Friday 12 0 3434.89
305 2016 February Saturday 13 0 3409.82
0 2016 February Sunday 14 1 3409.82
783 2016 February Monday 15 0 3409.82
773 2016 February Tuesday 16 0 3409.82
1014 2016 February Wednesday 17 0 3406.87
941 2016 February Thursday 18 0 3391.87
971 2016 February Friday 19 0 3338.03
225 2016 February Saturday 20 0 3356.78
1 2016 February Sunday 21 1 3356.78
738 2016 February Monday 22 0 3356.78
947 2016 February Tuesday 23 0 3314.24
1094 2016 February Wednesday 24 0 3322.54
1104 2016 February Thursday 25 0 3341.69
1390 2016 February Friday 26 0 3310.16
344 2016 February Saturday 27 0 3306.00
0 2016 February Sunday 28 1 3306.00
1545 2016 February Monday 29 0 3306.00
644 2016 March Tuesday 1 0 3319.80
841 2016 March Wednesday 2 0 3268.86
845 2016 March Thursday 3 0 3205.60
956 2016 March Friday 4 0 3203.03
211 2016 March Saturday 5 0 3163.25
1 2016 March Sunday 6 1 3163.25
809 2016 March Monday 7 0 3163.25
902 2016 March Tuesday 8 0 3135.28
905 2016 March Wednesday 9 0 3155.90
984 2016 March Thursday 10 0 3192.49
952 2016 March Friday 11 0 3204.27
248 2016 March Saturday 12 0 3164.12
0 2016 March Sunday 13 1 3164.12
707 2016 March Monday 14 0 3164.12
965 2016 March Tuesday 15 0 3175.95
1132 2016 March Wednesday 16 0 3175.88
1125 2016 March Thursday 17 0 3155.90
1234 2016 March Friday 18 0 3087.39
364 2016 March Saturday 19 0 3065.79
1 2016 March Sunday 20 1 3065.79
0 2016 March Monday 21 1 3065.79
667 2016 March Tuesday 22 0 3065.79
703 2016 March Wednesday 23 0 3050.31
0 2016 March Thursday 24 1 3058.80
0 2016 March Friday 25 1 3058.80
0 2016 March Saturday 26 0 3058.80
0 2016 March Sunday 27 1 3058.80
596 2016 March Monday 28 0 3058.80
928 2016 March Tuesday 29 0 3047.85
1268 2016 March Wednesday 30 0 3052.33
1861 2016 March Thursday 31 0 3022.35
637 2016 April Friday 1 0 3000.63
152 2016 April Saturday 2 0 3038.48
8 2016 April Sunday 3 1 3038.48
512 2016 April Monday 4 0 3038.48
617 2016 April Tuesday 5 0 3066.94
896 2016 April Wednesday 6 0 3085.82
938 2016 April Thursday 7 0 3081.39
888 2016 April Friday 8 0 3109.60
173 2016 April Saturday 9 0 3076.29
0 2016 April Sunday 10 1 3076.29
613 2016 April Monday 11 0 3076.29
755 2016 April Tuesday 12 0 3057.96
904 2016 April Wednesday 13 0 3036.57
899 2016 April Thursday 14 0 3006.35
875 2016 April Friday 15 0 3000.78
199 2016 April Saturday 16 0 2999.38
0 2016 April Sunday 17 1 2999.38
674 2016 April Monday 18 0 2999.38
768 2016 April Tuesday 19 0 2995.86
939 2016 April Wednesday 20 0 2912.20
1025 2016 April Thursday 21 0 2899.92
898 2016 April Friday 22 0 2928.70
247 2016 April Saturday 23 0 2939.70
0 2016 April Sunday 24 1 2939.70
703 2016 April Monday 25 0 2939.70
1006 2016 April Tuesday 26 0 2962.08
1235 2016 April Wednesday 27 0 2945.37
1252 2016 April Thursday 28 0 2943.23
1703 2016 April Friday 29 0 2885.72
899 2016 April Saturday 30 0 2851.14
0 2016 May Sunday 1 1 2851.14
374 2016 May Monday 2 0 2851.14
620 2016 May Tuesday 3 0 2833.78
840 2016 May Wednesday 4 0 2895.51
1001 2016 May Thursday 5 0 2942.16
975 2016 May Friday 6 0 2952.37
255 2016 May Saturday 7 0 2969.62
0 2016 May Sunday 8 1 2969.62
0 2016 May Monday 9 1 2969.62
707 2016 May Tuesday 10 0 2969.62
910 2016 May Wednesday 11 0 2979.54
987 2016 May Thursday 12 0 2956.82
925 2016 May Friday 13 0 2934.88
220 2016 May Saturday 14 0 2983.82
0 2016 May Sunday 15 1 2983.82
687 2016 May Monday 16 0 2983.82
796 2016 May Tuesday 17 0 3007.74
905 2016 May Wednesday 18 0 3020.89
925 2016 May Thursday 19 0 3031.48
918 2016 May Friday 20 0 3056.06
257 2016 May Saturday 21 0 3047.99
0 2016 May Sunday 22 1 3047.99
659 2016 May Monday 23 0 3047.99
941 2016 May Tuesday 24 0 3058.25
1107 2016 May Wednesday 25 0 3059.92
1225 2016 May Thursday 26 0 3061.89
1375 2016 May Friday 27 0 3054.60
358 2016 May Saturday 28 0 3069.17
0 2016 May Sunday 29 1 3069.17
0 2016 May Monday 30 1 3069.17
1613 2016 May Tuesday 31 0 3069.17
439 2016 June Wednesday 1 0 3089.65
757 2016 June Thursday 2 0 3117.83
904 2016 June Friday 3 0 3110.88
244 2016 June Saturday 4 0 3017.71
13 2016 June Sunday 5 1 3017.71
0 2016 June Monday 6 1 3017.71
648 2016 June Tuesday 7 0 3017.71
836 2016 June Wednesday 8 0 2950.95
863 2016 June Thursday 9 0 2905.23
1073 2016 June Friday 10 0 2942.13
207 2016 June Saturday 11 0 2969.83
0 2016 June Sunday 12 1 2969.83
726 2016 June Monday 13 0 2969.83
848 2016 June Tuesday 14 0 2990.35
926 2016 June Wednesday 15 0 3003.28
884 2016 June Thursday 16 0 2989.56
890 2016 June Friday 17 0 3019.12
195 2016 June Saturday 18 0 3010.91
0 2016 June Sunday 19 1 3010.91
653 2016 June Monday 20 0 3010.91
831 2016 June Tuesday 21 0 2972.97
966 2016 June Wednesday 22 0 2976.29
942 2016 June Thursday 23 0 2944.06
970 2016 June Friday 24 0 2897.53
269 2016 June Saturday 25 0 2972.92
0 2016 June Sunday 26 1 2972.92
906 2016 June Monday 27 0 2972.92
1046 2016 June Tuesday 28 0 3022.78
1464 2016 June Wednesday 29 0 3005.18
2242 2016 June Thursday 30 0 2916.15
496 2016 July Friday 1 0 2919.01
81 2016 July Saturday 2 0 2914.38
0 2016 July Sunday 3 1 2914.38
0 2016 July Monday 4 1 2914.38
517 2016 July Tuesday 5 0 2914.38
762 2016 July Wednesday 6 0 2966.87
678 2016 July Thursday 7 0 3003.20
939 2016 July Friday 8 0 2986.49
219 2016 July Saturday 9 0 2952.64
0 2016 July Sunday 10 1 2952.64
643 2016 July Monday 11 0 2952.64
796 2016 July Tuesday 12 0 2929.81
760 2016 July Wednesday 13 0 2911.91
724 2016 July Thursday 14 0 2936.53
867 2016 July Friday 15 0 2923.07
222 2016 July Saturday 16 0 2923.46
0 2016 July Sunday 17 1 2923.46
584 2016 July Monday 18 0 2923.46
777 2016 July Tuesday 19 0 2928.30
0 2016 July Wednesday 20 1 2931.08
816 2016 July Thursday 21 0 2931.08
893 2016 July Friday 22 0 2928.67
226 2016 July Saturday 23 0 2942.65
0 2016 July Sunday 24 1 2942.65
697 2016 July Monday 25 0 2942.65
971 2016 July Tuesday 26 0 2997.25
1106 2016 July Wednesday 27 0 3055.15
1312 2016 July Thursday 28 0 3073.52
1606 2016 July Friday 29 0 3091.78
959 2016 July Saturday 30 0 3081.75
1 2016 July Sunday 31 1 3081.75
404 2016 August Monday 1 0 3081.75
746 2016 August Tuesday 2 0 3090.28
838 2016 August Wednesday 3 0 3084.81
986 2016 August Thursday 4 0 3110.43
898 2016 August Friday 5 0 3079.83
175 2016 August Saturday 6 0 3052.80
0 2016 August Sunday 7 1 3052.80
798 2016 August Monday 8 0 3052.80
954 2016 August Tuesday 9 0 2992.50
844 2016 August Wednesday 10 0 2974.31
1133 2016 August Thursday 11 0 2954.90
968 2016 August Friday 12 0 2911.26
228 2016 August Saturday 13 0 2908.67
0 2016 August Sunday 14 1 2908.67
0 2016 August Monday 15 1 2908.67
692 2016 August Tuesday 16 0 2908.67
881 2016 August Wednesday 17 0 2905.30
972 2016 August Thursday 18 0 2918.07
1017 2016 August Friday 19 0 2884.02
268 2016 August Saturday 20 0 2867.37
0 2016 August Sunday 21 1 2867.37
728 2016 August Monday 22 0 2867.37
992 2016 August Tuesday 23 0 2883.89
1044 2016 August Wednesday 24 0 2909.10
1106 2016 August Thursday 25 0 2938.28
1111 2016 August Friday 26 0 2915.67
356 2016 August Saturday 27 0 2882.69
0 2016 August Sunday 28 1 2882.69
973 2016 August Monday 29 0 2882.69
1500 2016 August Tuesday 30 0 2924.29
1941 2016 August Wednesday 31 0 2933.82
677 2016 September Thursday 1 0 2956.53
770 2016 September Friday 2 0 2986.36
180 2016 September Saturday 3 0 2957.56
0 2016 September Sunday 4 1 2957.56
611 2016 September Monday 5 0 2957.56
862 2016 September Tuesday 6 0 2957.56
999 2016 September Wednesday 7 0 2887.64
951 2016 September Thursday 8 0 2840.38
974 2016 September Friday 9 0 2846.13
239 2016 September Saturday 10 0 2899.29
0 2016 September Sunday 11 1 2899.29
557 2016 September Monday 12 0 2899.29
932 2016 September Tuesday 13 0 2942.29
914 2016 September Wednesday 14 0 2976.19
891 2016 September Thursday 15 0 2972.65
808 2016 September Friday 16 0 2938.50
195 2016 September Saturday 17 0 2956.58
0 2016 September Sunday 18 1 2956.58
695 2016 September Monday 19 0 2956.58
864 2016 September Tuesday 20 0 2928.18
934 2016 September Wednesday 21 0 2911.11
885 2016 September Thursday 22 0 2894.15
1031 2016 September Friday 23 0 2862.52
130 2016 September Saturday 24 0 2917.95
0 2016 September Sunday 25 1 2917.95
685 2016 September Monday 26 0 2917.95
1050 2016 September Tuesday 27 0 2917.58
1193 2016 September Wednesday 28 0 2921.99
1457 2016 September Thursday 29 0 2914.11
2013 2016 September Friday 30 0 2879.95
130 2016 October Saturday 1 0 2880.08
0 2016 October Sunday 2 1 2880.08
423 2016 October Monday 3 0 2880.08
667 2016 October Tuesday 4 0 2937.23
846 2016 October Wednesday 5 0 2963.06
823 2016 October Thursday 6 0 2964.93
865 2016 October Friday 7 0 2924.80
195 2016 October Saturday 8 0 2913.96
0 2016 October Sunday 9 1 2913.96
653 2016 October Monday 10 0 2913.96
832 2016 October Tuesday 11 0 2913.96
839 2016 October Wednesday 12 0 2919.51
860 2016 October Thursday 13 0 2919.18
931 2016 October Friday 14 0 2930.78
213 2016 October Saturday 15 0 2915.67
0 2016 October Sunday 16 1 2915.67
0 2016 October Monday 17 1 2915.67
641 2016 October Tuesday 18 0 2915.67
781 2016 October Wednesday 19 0 2905.93
909 2016 October Thursday 20 0 2914.15
983 2016 October Friday 21 0 2934.03
203 2016 October Saturday 22 0 2944.25
0 2016 October Sunday 23 1 2944.25
704 2016 October Monday 24 0 2944.25
916 2016 October Tuesday 25 0 2929.83
1037 2016 October Wednesday 26 0 2941.34
1092 2016 October Thursday 27 0 2965.18
1304 2016 October Friday 28 0 2966.61
540 2016 October Saturday 29 0 2967.66
3 2016 October Sunday 30 1 2967.66
1899 2016 October Monday 31 0 2967.66
521 2016 November Tuesday 1 0 2998.55
701 2016 November Wednesday 2 0 3026.68
815 2016 November Thursday 3 0 3070.54
901 2016 November Friday 4 0 3071.12
243 2016 November Saturday 5 0 3070.40
0 2016 November Sunday 6 1 3070.40
0 2016 November Monday 7 1 3070.40
720 2016 November Tuesday 8 0 3070.40
835 2016 November Wednesday 9 0 2984.78
953 2016 November Thursday 10 0 3012.12
967 2016 November Friday 11 0 3100.12
220 2016 November Saturday 12 0 3100.12
19 2016 November Sunday 13 1 3100.12
0 2016 November Monday 14 1 3100.12
679 2016 November Tuesday 15 0 3100.12
902 2016 November Wednesday 16 0 3124.91
1014 2016 November Thursday 17 0 3131.11
1015 2016 November Friday 18 0 3135.65
265 2016 November Saturday 19 0 3163.49
0 2016 November Sunday 20 1 3163.49
761 2016 November Monday 21 0 3163.49
1048 2016 November Tuesday 22 0 3144.72
1185 2016 November Wednesday 23 0 3139.76
1141 2016 November Thursday 24 0 3187.97
1242 2016 November Friday 25 0 3187.97
457 2016 November Saturday 26 0 3170.64
0 2016 November Sunday 27 1 3170.64
1052 2016 November Monday 28 0 3170.64
1740 2016 November Tuesday 29 0 3142.20
3109 2016 November Wednesday 30 0 3165.09
812 2016 December Thursday 1 0 3085.60
986 2016 December Friday 2 0 3068.34
295 2016 December Saturday 3 0 3061.04
2 2016 December Sunday 4 1 3061.04
917 2016 December Monday 5 0 3061.04
1261 2016 December Tuesday 6 0 3049.47
1361 2016 December Wednesday 7 0 3015.47
5 2016 December Thursday 8 1 2989.71
1340 2016 December Friday 9 0 2989.71
441 2016 December Saturday 10 0 3002.80
0 2016 December Sunday 11 1 3002.80
1107 2016 December Monday 12 0 3002.80
1600 2016 December Tuesday 13 0 2984.02
1653 2016 December Wednesday 14 0 2982.29
1626 2016 December Thursday 15 0 2964.56
1599 2016 December Friday 16 0 3000.47
378 2016 December Saturday 17 0 2997.20
0 2016 December Sunday 18 1 2997.20
1240 2016 December Monday 19 0 2997.20
1567 2016 December Tuesday 20 0 3019.44
1588 2016 December Wednesday 21 0 2988.06
1644 2016 December Thursday 22 0 2989.14
1667 2016 December Friday 23 0 2996.03
334 2016 December Saturday 24 0 2996.60
0 2016 December Sunday 25 1 2996.60
1234 2016 December Monday 26 0 2996.60
1922 2016 December Tuesday 27 0 2996.60
2409 2016 December Wednesday 28 0 2992.81
3603 2016 December Thursday 29 0 3019.72
965 2016 December Friday 30 0 3000.71
46 2016 December Saturday 31 0 3000.71
0 2017 January Sunday 1 1 3000.71
45 2017 January Monday 2 0 3000.71
116 2017 January Tuesday 3 0 3000.71
232 2017 January Wednesday 4 0 2981.06
455 2017 January Thursday 5 0 2965.36
776 2017 January Friday 6 0 2941.08
192 2017 January Saturday 7 0 2919.01
0 2017 January Sunday 8 1 2919.01
0 2017 January Monday 9 1 2919.01
609 2017 January Tuesday 10 0 2919.01
727 2017 January Wednesday 11 0 2949.60
955 2017 January Thursday 12 0 2980.80
1110 2017 January Friday 13 0 2930.19
237 2017 January Saturday 14 0 2935.96
0 2017 January Sunday 15 1 2935.96
853 2017 January Monday 16 0 2935.96
927 2017 January Tuesday 17 0 2935.96
868 2017 January Wednesday 18 0 2924.77
937 2017 January Thursday 19 0 2934.58
850 2017 January Friday 20 0 2938.24
208 2017 January Saturday 21 0 2927.91
0 2017 January Sunday 22 1 2927.91
666 2017 January Monday 23 0 2927.91
842 2017 January Tuesday 24 0 2908.53
798 2017 January Wednesday 25 0 2932.01
950 2017 January Thursday 26 0 2927.53
923 2017 January Friday 27 0 2936.72
244 2017 January Saturday 28 0 2930.17
0 2017 January Sunday 29 1 2930.17
941 2017 January Monday 30 0 2930.17
1846 2017 January Tuesday 31 0 2936.66
583 2017 February Wednesday 1 0 2921.90
723 2017 February Thursday 2 0 2906.78
742 2017 February Friday 3 0 2882.20
211 2017 February Saturday 4 0 2855.80
0 2017 February Sunday 5 1 2855.80
590 2017 February Monday 6 0 2855.80
781 2017 February Tuesday 7 0 2853.99
833 2017 February Wednesday 8 0 2867.76
896 2017 February Thursday 9 0 2879.49
849 2017 February Friday 10 0 2862.63
206 2017 February Saturday 11 0 2851.98
3 2017 February Sunday 12 1 2851.98
735 2017 February Monday 13 0 2851.98
810 2017 February Tuesday 14 0 2875.46
820 2017 February Wednesday 15 0 2867.64
808 2017 February Thursday 16 0 2876.03
767 2017 February Friday 17 0 2875.68
200 2017 February Saturday 18 0 2902.81
0 2017 February Sunday 19 1 2902.81
633 2017 February Monday 20 0 2902.81
845 2017 February Tuesday 21 0 2902.81
911 2017 February Wednesday 22 0 2902.68
818 2017 February Thursday 23 0 2893.55
1052 2017 February Friday 24 0 2871.67
275 2017 February Saturday 25 0 2886.52
0 2017 February Sunday 26 1 2886.52
1014 2017 February Monday 27 0 2886.52
1931 2017 February Tuesday 28 0 2896.27
485 2017 March Wednesday 1 0 2919.17
708 2017 March Thursday 2 0 2935.75
697 2017 March Friday 3 0 2960.91
164 2017 March Saturday 4 0 2977.43
0 2017 March Sunday 5 1 2977.43
680 2017 March Monday 6 0 2977.43
826 2017 March Tuesday 7 0 2966.67
866 2017 March Wednesday 8 0 2972.44
884 2017 March Thursday 9 0 2987.88
888 2017 March Friday 10 0 3004.43
259 2017 March Saturday 11 0 2980.83
1 2017 March Sunday 12 1 2980.83
714 2017 March Monday 13 0 2980.83
893 2017 March Tuesday 14 0 2987.93
922 2017 March Wednesday 15 0 2997.73
981 2017 March Thursday 16 0 2972.61
851 2017 March Friday 17 0 2923.96
143 2017 March Saturday 18 0 2912.53
0 2017 March Sunday 19 1 2912.53
0 2017 March Monday 20 1 2912.53
616 2017 March Tuesday 21 0 2912.53
840 2017 March Wednesday 22 0 2904.87
908 2017 March Thursday 23 0 2936.82
1007 2017 March Friday 24 0 2921.25
302 2017 March Saturday 25 0 2899.94
3 2017 March Sunday 26 1 2899.94
720 2017 March Monday 27 0 2899.94
1065 2017 March Tuesday 28 0 2913.48
1210 2017 March Wednesday 29 0 2911.99
1475 2017 March Thursday 30 0 2888.02
2092 2017 March Friday 31 0 2880.24
130 2017 April Saturday 1 0 2885.57
1 2017 April Sunday 2 1 2885.57
393 2017 April Monday 3 0 2885.57
642 2017 April Tuesday 4 0 2866.87
808 2017 April Wednesday 5 0 2869.32
964 2017 April Thursday 6 0 2857.65
974 2017 April Friday 7 0 2853.10
271 2017 April Saturday 8 0 2858.00
0 2017 April Sunday 9 1 2858.00
663 2017 April Monday 10 0 2858.00
957 2017 April Tuesday 11 0 2867.13
646 2017 April Wednesday 12 0 2868.60
0 2017 April Thursday 13 1 2872.55
0 2017 April Friday 14 1 2872.55
0 2017 April Saturday 15 0 2872.55
0 2017 April Sunday 16 1 2872.55
642 2017 April Monday 17 0 2872.55
691 2017 April Tuesday 18 0 2854.89
803 2017 April Wednesday 19 0 2837.90
778 2017 April Thursday 20 0 2856.48
891 2017 April Friday 21 0 2863.39
204 2017 April Saturday 22 0 2868.89
0 2017 April Sunday 23 1 2868.89
672 2017 April Monday 24 0 2868.89
1015 2017 April Tuesday 25 0 2871.98
1100 2017 April Wednesday 26 0 2899.13
1265 2017 April Thursday 27 0 2928.07
1781 2017 April Friday 28 0 2944.31
881 2017 April Saturday 29 0 2947.85
881 2017 April Saturday 29 0 2947.85
881 2017 April Saturday 29 0 2947.85
881 2017 April Saturday 29 0 2947.85
12 2017 April Sunday 30 1 2947.85
0 2017 May Monday 1 1 2947.85
378 2017 May Tuesday 2 0 2947.85
596 2017 May Wednesday 3 0 2945.53
784 2017 May Thursday 4 0 2930.17
869 2017 May Friday 5 0 2967.44
199 2017 May Saturday 6 0 2961.78
0 2017 May Sunday 7 1 2961.78
637 2017 May Monday 8 0 2961.78
778 2017 May Tuesday 9 0 2959.26
931 2017 May Wednesday 10 0 2967.24
880 2017 May Thursday 11 0 2949.35
855 2017 May Friday 12 0 2933.92
225 2017 May Saturday 13 0 2918.69
0 2017 May Sunday 14 1 2918.69
629 2017 May Monday 15 0 2918.69
770 2017 May Tuesday 16 0 2883.87
812 2017 May Wednesday 17 0 2873.22
904 2017 May Thursday 18 0 2893.40
878 2017 May Friday 19 0 2932.16
281 2017 May Saturday 20 0 2889.45
0 2017 May Sunday 21 1 2889.45
632 2017 May Monday 22 0 2889.45
912 2017 May Tuesday 23 0 2895.12
996 2017 May Wednesday 24 0 2904.61
1057 2017 May Thursday 25 0 2905.29
1105 2017 May Friday 26 0 2911.66
431 2017 May Saturday 27 0 2913.47
0 2017 May Sunday 28 1 2913.47
0 2017 May Monday 29 1 2913.47
1043 2017 May Tuesday 30 0 2913.47
2443 2017 May Wednesday 31 0 2920.42
566 2017 June Thursday 1 0 2921.00
633 2017 June Friday 2 0 2895.73
145 2017 June Saturday 3 0 2894.72
0 2017 June Sunday 4 1 2894.72
581 2017 June Monday 5 0 2894.72
731 2017 June Tuesday 6 0 2895.85
800 2017 June Wednesday 7 0 2893.76
843 2017 June Thursday 8 0 2907.10
839 2017 June Friday 9 0 2919.82
219 2017 June Saturday 10 0 2919.58
0 2017 June Sunday 11 1 2919.58
610 2017 June Monday 12 0 2919.58
790 2017 June Tuesday 13 0 2929.20
876 2017 June Wednesday 14 0 2933.13
791 2017 June Thursday 15 0 2924.75
850 2017 June Friday 16 0 2953.83
251 2017 June Saturday 17 0 2961.68
4 2017 June Sunday 18 1 2961.68
0 2017 June Monday 19 1 2961.68
719 2017 June Tuesday 20 0 2961.68
903 2017 June Wednesday 21 0 3029.53
1062 2017 June Thursday 22 0 3053.90
1025 2017 June Friday 23 0 3035.83
259 2017 June Saturday 24 0 3010.68
0 2017 June Sunday 25 1 3010.68
0 2017 June Monday 26 1 3010.68
776 2017 June Tuesday 27 0 3010.68
1231 2017 June Wednesday 28 0 3025.28
1502 2017 June Thursday 29 0 3023.64
2920 2017 June Friday 30 0 3038.26
109 2017 July Saturday 1 0 3050.43
0 2017 July Sunday 2 1 3050.43
0 2017 July Monday 3 1 3050.43
309 2017 July Tuesday 4 0 3050.43
651 2017 July Wednesday 5 0 3050.43
768 2017 July Thursday 6 0 3068.93
839 2017 July Friday 7 0 3084.19
198 2017 July Saturday 8 0 3092.65
1 2017 July Sunday 9 1 3092.65
686 2017 July Monday 10 0 3092.65
780 2017 July Tuesday 11 0 3067.33
851 2017 July Wednesday 12 0 3067.73
844 2017 July Thursday 13 0 3052.30
1003 2017 July Friday 14 0 3043.60
218 2017 July Saturday 15 0 3019.56
1 2017 July Sunday 16 1 3019.56
704 2017 July Monday 17 0 3019.56
862 2017 July Tuesday 18 0 3030.60
884 2017 July Wednesday 19 0 3013.26
2 2017 July Thursday 20 1 3010.00
823 2017 July Friday 21 0 3010.00
221 2017 July Saturday 22 0 3010.77
0 2017 July Sunday 23 1 3010.77
695 2017 July Monday 24 0 3010.77
988 2017 July Tuesday 25 0 3023.67
1154 2017 July Wednesday 26 0 3026.55
1251 2017 July Thursday 27 0 3026.22
1325 2017 July Friday 28 0 3002.94
483 2017 July Saturday 29 0 2995.23
0 2017 July Sunday 30 1 2995.23
2061 2017 July Monday 31 0 2995.23
620 2017 August Tuesday 1 0 2997.59
671 2017 August Wednesday 2 0 2973.03
824 2017 August Thursday 3 0 2964.66
892 2017 August Friday 4 0 2954.54
189 2017 August Saturday 5 0 2974.39
0 2017 August Sunday 6 1 2974.39
0 2017 August Monday 7 1 2974.39
621 2017 August Tuesday 8 0 2974.39
905 2017 August Wednesday 9 0 2994.62
965 2017 August Thursday 10 0 3011.14
884 2017 August Friday 11 0 2994.85
247 2017 August Saturday 12 0 2984.99
0 2017 August Sunday 13 1 2984.99
668 2017 August Monday 14 0 2984.99
933 2017 August Tuesday 15 0 2966.54
920 2017 August Wednesday 16 0 2974.70
993 2017 August Thursday 17 0 2967.32
930 2017 August Friday 18 0 2980.03
224 2017 August Saturday 19 0 2994.39
1 2017 August Sunday 20 1 2994.39
0 2017 August Monday 21 1 2994.39
621 2017 August Tuesday 22 0 2994.39
886 2017 August Wednesday 23 0 2986.83
923 2017 August Thursday 24 0 2986.88
1068 2017 August Friday 25 0 2972.98
273 2017 August Saturday 26 0 2933.96
0 2017 August Sunday 27 1 2933.96
846 2017 August Monday 28 0 2933.96
1141 2017 August Tuesday 29 0 2934.23
1570 2017 August Wednesday 30 0 2940.35
2214 2017 August Thursday 31 0 2937.09
581 2017 September Friday 1 0 2948.09
152 2017 September Saturday 2 0 2936.07
0 2017 September Sunday 3 1 2936.07
523 2017 September Monday 4 0 2936.07
707 2017 September Tuesday 5 0 2936.07
881 2017 September Wednesday 6 0 2923.49
525 2017 September Thursday 7 0 2919.50
832 2017 September Friday 8 0 2907.96
193 2017 September Saturday 9 0 2909.15
1 2017 September Sunday 10 1 2909.15
653 2017 September Monday 11 0 2909.15
763 2017 September Tuesday 12 0 2916.10
993 2017 September Wednesday 13 0 2923.03
845 2017 September Thursday 14 0 2909.52
821 2017 September Friday 15 0 2905.98
160 2017 September Saturday 16 0 2897.83
0 2017 September Sunday 17 1 2897.83
631 2017 September Monday 18 0 2897.83
761 2017 September Tuesday 19 0 2906.06
717 2017 September Wednesday 20 0 2904.60
850 2017 September Thursday 21 0 2893.18
815 2017 September Friday 22 0 2913.96
184 2017 September Saturday 23 0 2900.73
2 2017 September Sunday 24 1 2900.73
817 2017 September Monday 25 0 2900.73
965 2017 September Tuesday 26 0 2924.57
1194 2017 September Wednesday 27 0 2930.70
1363 2017 September Thursday 28 0 2940.66
1600 2017 September Friday 29 0 2941.07
907 2017 September Saturday 30 0 2936.67
0 2017 October Sunday 1 1 2936.67
405 2017 October Monday 2 0 2936.67
517 2017 October Tuesday 3 0 2949.33
735 2017 October Wednesday 4 0 2953.81
758 2017 October Thursday 5 0 2945.59
843 2017 October Friday 6 0 2926.82
191 2017 October Saturday 7 0 2942.19
7 2017 October Sunday 8 1 2942.19
592 2017 October Monday 9 0 2942.19
772 2017 October Tuesday 10 0 2942.19
908 2017 October Wednesday 11 0 2947.06
860 2017 October Thursday 12 0 2953.77
939 2017 October Friday 13 0 2949.69
165 2017 October Saturday 14 0 2932.05
0 2017 October Sunday 15 1 2932.05
0 2017 October Monday 16 1 2932.05
565 2017 October Tuesday 17 0 2932.05
792 2017 October Wednesday 18 0 2944.27
762 2017 October Thursday 19 0 2935.66
866 2017 October Friday 20 0 2921.92
230 2017 October Saturday 21 0 2936.66
0 2017 October Sunday 22 1 2936.66
630 2017 October Monday 23 0 2936.66
840 2017 October Tuesday 24 0 2947.69
953 2017 October Wednesday 25 0 2971.36
1045 2017 October Thursday 26 0 2989.39
1112 2017 October Friday 27 0 3008.80
349 2017 October Saturday 28 0 3009.85
2 2017 October Sunday 29 1 3009.85
1248 2017 October Monday 30 0 3009.85
2729 2017 October Tuesday 31 0 3011.44
541 2017 November Wednesday 1 0 3039.19
712 2017 November Thursday 2 0 3038.56
844 2017 November Friday 3 0 3054.38
217 2017 November Saturday 4 0 3055.57
0 2017 November Sunday 5 1 3055.57
0 2017 November Monday 6 1 3055.57
620 2017 November Tuesday 7 0 3055.57
849 2017 November Wednesday 8 0 3026.94
894 2017 November Thursday 9 0 3017.78
906 2017 November Friday 10 0 3015.52
226 2017 November Saturday 11 0 3004.88
0 2017 November Sunday 12 1 3004.88
0 2017 November Monday 13 1 3004.88
538 2017 November Tuesday 14 0 3004.88
785 2017 November Wednesday 15 0 3016.70
860 2017 November Thursday 16 0 3023.88
914 2017 November Friday 17 0 3015.79
238 2017 November Saturday 18 0 3003.19
4 2017 November Sunday 19 1 3003.19
550 2017 November Monday 20 0 3003.19
852 2017 November Tuesday 21 0 3011.32
932 2017 November Wednesday 22 0 3001.07
1172 2017 November Thursday 23 0 2982.73
1248 2017 November Friday 24 0 2982.73
404 2017 November Saturday 25 0 2976.39
3 2017 November Sunday 26 1 2976.39
943 2017 November Monday 27 0 2976.39
1319 2017 November Tuesday 28 0 2986.84
1726 2017 November Wednesday 29 0 3003.94
2977 2017 November Thursday 30 0 3006.09
649 2017 December Friday 1 0 3006.04
178 2017 December Saturday 2 0 3005.76
1 2017 December Sunday 3 1 3005.76
550 2017 December Monday 4 0 3005.76
779 2017 December Tuesday 5 0 2993.49
1001 2017 December Wednesday 6 0 2996.53
1044 2017 December Thursday 7 0 3007.07
1 2017 December Friday 8 1 3016.18
148 2017 December Saturday 9 0 3016.18
0 2017 December Sunday 10 1 3016.18
784 2017 December Monday 11 0 3016.18
1084 2017 December Tuesday 12 0 3013.99
1182 2017 December Wednesday 13 0 3029.75
1171 2017 December Thursday 14 0 3015.41
1173 2017 December Friday 15 0 2999.07
262 2017 December Saturday 16 0 2996.61
0 2017 December Sunday 17 1 2996.61
959 2017 December Monday 18 0 2996.61
1364 2017 December Tuesday 19 0 2975.59
1577 2017 December Wednesday 20 0 2972.05
1602 2017 December Thursday 21 0 2965.77
1645 2017 December Friday 22 0 2963.58
496 2017 December Saturday 23 0 2962.14
0 2017 December Sunday 24 1 2962.14
0 2017 December Monday 25 1 2962.14
1251 2017 December Tuesday 26 0 2962.14
2102 2017 December Wednesday 27 0 2962.26
3449 2017 December Thursday 28 0 2971.63
1084 2017 December Friday 29 0 2984.00
18 2017 December Saturday 30 0 2984.00
0 2017 December Sunday 31 1 2984.00

Se dividen los datos en train con los años de 2012 a 2017 y se testiza test con los datos del primer semestre del 2018. A continuación se lista el nombre de los festivos nacionales y las fechas especiales no festivas respectivamente:

National.Holidays
Epiphany
Saint Joseph’s Day
Maundy Thursday
Good Friday
Labor Day / May Day
Ascension Day
Corpus Christi
Sacred Heart
Feast of Saint Peter and Saint Paul
Independence Day
Battle of Boyacá Day
Assumption of Mary
Columbus Day
All Saints’ Day
Independence of Cartagena
Feast of the Immaculate Conception
Christmas Day
New Year’s Day
Special.dates
Epiphany
Women’s Day
Saint Joseph’s Day
March Equinox
Palm Sunday
Easter Sunday
Language Day
Secretaries’ Day
Children’s Day
Day of Trees
Mother’s Day
Teacher’s Day
Corpus Christi
Father’s Day
June Solstice
Feast of Saint Peter and Saint Paul
Assumption of Mary
Valentine’s Day
September Equinox
Columbus Day
Halloween
All Saints’ Day
Independence of Cartagena
Colombian Women’s Day
Eve of the Feast of the Immaculate Conception
December Solstice
Christmas Eve
New Year’s Eve
World Cup Public Service Holiday (half day)

Outliers

A continuación se puede observar un gráfico de cajas para la variable Unidades, donde se puede observar que la media del número de registros diarios se encuentra alrededor de 900[CORREGIR], además de una cantidad de registros atípicos, con valores entre los 2500 y más de 3500 en un día. Así entonces se procede a remover dichos valores de la base de entrenamiento.

Modelos

[MEJORAR GRAFICOS CON GGPLOT]

Comparacion de modelos

Se hace uso de las siguientes medidas para comparar diferentes modelos:

\[ A I C=2 k-2 \ln (L);\quad \quad R_{p s e u d o}^{2}=1-\frac{\sum_{i=1}^{n}\left(y_{i}-\hat{y}_{i}\right)^{2}}{\sum_{i=1}^{n}\left(y_{i}-\bar{y}\right)^{2}}; \quad \quad \text { MSE }=\frac{1}{n} \sum\left(y_{n}-\overline{\mathrm{y}}\right)^{2} \]

Medidas de Entrenamiento

Modelo MSE R.pseudo2 AIC
Modelo0 59099.54 0.8049223 30433.0323796536
Modelo1 17951.06 0.8923535 15294.3708857374
Modelo2 16448.39 0.9405123 6182.36729299338
Modelo3 20835.85 0.8750544 NA

Medidas de Evaluación

Modelo MSE R.pseudo2
Modelo0 42454.70 0.6923609
Modelo1 21488.95 0.8442849
Modelo2 18128.36 0.8686367
Modelo3 27981.99 0.7972344

Variación Pseudo R2

Se evalua la variación entre train 2012-2016, vs test 2017

Modelo Tipo Variacion.R2
Modelo0 Lineal 13.984123
Modelo1 Lineal no Out 5.386725
Modelo2 Trans.Raiz 7.642177
Modelo 3 Arboles 8.893161

Modelos elegidos

Los modelos elegidos fueron: tal y tal. Así entonces, se vuelven a correr los modelos finales, con todos los datos desde el año 2012 hasta el año 2017 para realizar las predicciones al primer semestre del año 2018.

Base de datos 2018 (para entregar)

Las siguientes son las predicciones resultantes para el primer semestre del año 2018, realizadas por el modelo.

x
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
1529.331492
1529.331492
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
1529.331492
1529.331492
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
1529.331492
1529.331492
3.852941
3.852941
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
1529.331492
348.473186
2.665789
837.642570
3.852941
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
1529.331492
1529.331492
1529.331492
885.445087
348.473186
2.665789
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
2.665789
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
885.445087
885.445087
885.445087
348.473186
2.665789
837.642570
885.445087
1529.331492
1529.331492
1529.331492
348.473186

Enlaces externos

Ahora bien, las bases de datos, al igual que el código desarrollado para la testización del presente trabajo se encuentran en el siguiente repositorio de GitHub Click Aquí